{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "feef4165",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d02e6b07",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_probs = pd.read_csv(r'../outputs/outputs_SVM_GFK/output_GKF_canonizer_novel_scale.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3de0b3c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_probs.rename(columns={\"Unnamed: 0\": \"index\"}, inplace=True)\n",
    "df_probs.set_index(\"index\", inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "42e17edf",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c514e9e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def raccourcis(df):\n",
    "    df_res = df.copy()\n",
    "    shorter_index, list_date = [], []\n",
    "    for elem in df_res.index:\n",
    "        index, date = shorted_str(elem)\n",
    "        shorter_index.append(index)\n",
    "        list_date.append(date)\n",
    "    df_res.index = shorter_index\n",
    "    df_res['date'] = list_date\n",
    "    return df_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7ef0c89b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def shorted_str(string):\n",
    "    date = int(string[:4])\n",
    "    shorter_str = string[:4]\n",
    "    conteur = 0\n",
    "    for i in range(1, len(string)):\n",
    "        if string[i]=='_':\n",
    "            conteur+=1\n",
    "        \n",
    "        if (string[i-1] == '_' or string[i-1] == '-') and conteur < 3:\n",
    "            if string[i-1] == '_':\n",
    "                shorter_str+=string[i-1]\n",
    "            shorter_str+=string[i].upper()\n",
    "            \n",
    "    return shorter_str, date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "65e6ce7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_df_with_dates(df):\n",
    "    df_res = df.copy()\n",
    "    list_date = []\n",
    "    for elem in df_res.index:\n",
    "        list_date.append(int(elem.split('_')[0]))\n",
    "    df_res['date'] = list_date\n",
    "\n",
    "    return df_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5c14a7bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_probs_dated = get_df_with_dates(df_probs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a4db1693",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_palette('bright')\n",
    "sns.set_context(\"talk\")\n",
    "sns.set_style(\"darkgrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "81ac8ff2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "ax = plt.subplot()\n",
    "ax.set_title('Level of confidence of our model to assign canonicity')\n",
    "\n",
    "ax = sns.regplot(data=df_probs_dated, \n",
    "                 x='date', \n",
    "                 y='proba_canon', \n",
    "                 color='blue', \n",
    "                 order=3, \n",
    "                 scatter=False, \n",
    "                 ax=ax)\n",
    "\n",
    "ax.set_xlabel('Dates')\n",
    "ax.set_ylabel('Probability assigned for canon label')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "34bd7ef0",
   "metadata": {},
   "outputs": [],
   "source": [
    "hue_order = ['canon', 'non_canon']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "48338053",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_probs_dated[\"index\"] = df_probs_dated.index\n",
    "#selected = [\"1906_Zevaco-Michel_Borgia-.txt\", \"1869_Flaubert-Gustave_L-Education-sentimentale.txt\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e941cfa2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "ax = plt.subplot()\n",
    "#ax.set_title('Level of confidence of our model to assign canonicity, novel scale')\n",
    "\n",
    "\n",
    "ax = sns.scatterplot(data=df_probs_dated, \n",
    "                     x='date', \n",
    "                     y='proba_canon', \n",
    "                     hue='metadata', \n",
    "                     hue_order=hue_order,\n",
    "                     style=\"metadata\",\n",
    "                     style_order=hue_order,\n",
    "                     ax=ax)\n",
    "\n",
    "\n",
    "ax = sns.regplot(data=df_probs_dated, \n",
    "                 x='date', \n",
    "                 y='proba_canon', \n",
    "                 color='red', \n",
    "                 order=3, \n",
    "                 scatter=False, \n",
    "                 ax=ax)\n",
    "\n",
    "#for line in range(0, df_probs_dated.shape[0]):\n",
    "#    if df_probs_dated[\"index\"][line] in selected:\n",
    "#        plt.text(df_probs_dated.date[line]+0.02, df_probs_dated.proba_canon[line], df_probs_dated[\"index\"][line], horizontalalignment='left', size='small', color='black', weight='semibold')\n",
    "\n",
    "sns.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1), fontsize = 20)\n",
    "\n",
    "ax.set_xlabel('Dates')\n",
    "ax.set_ylabel('Probability assigned for canon label')\n",
    "\n",
    "plt.savefig('../img/MAIN_viz_novel_scale_anotated.png', format='png', bbox_inches='tight', dpi=400)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5946d5ee",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "c0bb6d25",
   "metadata": {},
   "source": [
    "### SELECT PREDS == CANON"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d4ccf586",
   "metadata": {},
   "outputs": [],
   "source": [
    "results_canon = df_probs_shorter[df_probs_shorter['prediction']=='canon']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "9b1acf54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "ax = plt.subplot()\n",
    "ax.set_title('Level of confidence of our model to assign canonicity')\n",
    "\n",
    "\n",
    "ax = sns.scatterplot(data=results_canon, \n",
    "                     x='date', \n",
    "                     y='proba_canon', \n",
    "                     hue='metadata', \n",
    "                     style=\"metadata\",\n",
    "                     ax=ax)\n",
    "\n",
    "\n",
    "ax = sns.regplot(data=results_canon, \n",
    "                 x='date', \n",
    "                 y='proba_canon', \n",
    "                 color='red', \n",
    "                 order=3, \n",
    "                 scatter=False, \n",
    "                 ax=ax)\n",
    "\n",
    "ax.set_xlabel('Dates')\n",
    "ax.set_ylabel('Probability assigned for canon label')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "da571796",
   "metadata": {},
   "outputs": [],
   "source": [
    "results_noncanon = df_probs_shorter[df_probs_shorter['prediction']=='non_canon']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "cb96a65c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XLVq0YNmyZZimmW8eDocj+s4Gg0HS0tI4evQo5513HqZp8ueff0bPjYuLY/PmzWzcuDHP/LJnTr/44otCLakZhsHXX38dNUc4kbFjx+Z53en0IwXt3wBcLhcQeb8zMzOjS4zx8fH8/vvvOa5t164d7dq1i0nr0qUL4XC4SO3xRE5uf9l90I4dO/Kt76effgrAuHHjctg8CSGKbCfbrVs36tWrF11Wz2bWrFkkJSXRr1+/IuVbEljLeaXAli1bgMiafV5+Mg4fPhz99yWXXMKzzz7L/Pnz6dGjBwDz589HShnzMc/ON7cOOLd8C0r2mvyZZ56Z41hKSgoQEXVt2rQpdN7Znf6pdgXt3r0bRVFy3S5/5plnsmzZMnbv3h2dGgeoX79+jnOTkpIASEtLO+VSU25k1/Nkg/MaNWrk6CSL8jxOVWaA1NRU0tPT6d69e76d0rZt2zBNk1mzZjFr1qxcz8ntfieS/eybNm2a41h2e9i1a1e+eZRF3tkUZPnuZHL7TRITE6levXqOpYjsZ579bPKrU5MmTVAUJVqn7P+fccYZOc7N7fotW7bg8Xg499xz8yz7kSNHilTnvNi9ezc1atTIdaNA06ZN+fvvv0lNTaVq1ap55pFtyzh//nx27NiBlDLmeEZGRvTfDz74IPfddx+XXnop9evXp3PnzvTu3Zs+ffpEBcc111zDsmXLeOyxx5g4cSIdOnSge/fuDBgwIOb9P5mjR4/i9Xpz/X3y+81Opx8paP8G8N133/H666+zdu1aAoFAzLH09PRClwsK1x7zyzt7KTE737zYsWMHQogcpienixCCK6+8kkmTJvH333/TokULdu3axY8//si1115brnZgWiKqFMk2IsyNEz/IVapUoWfPnixdupSsrCzi4uL49NNPadKkSYxwye6cnnvuOWrUqJFrvqf6aObGyZ1ecZKd96lGKEUpQ347606nTnmV9eQ8i/I8ClLmgpY9+7yBAwfG2M2dyKl2yJTGsz9dcjPWzsbhcBQ6v7yeQXE+mxPPza095ZaPlJLk5ORcbViyyW2gczoUxzN69tlnef/997n44ou5+eabSU5ORtd1/vrrLyZOnBgzk9WvXz+WL1/OypUr+emnn1i9ejWzZs2iY8eOvP3229hsNqpUqcKsWbP4+eefWb16NT/99BPPPPMMr7zyClOmTKF9+/aFrkt+/c/p9CMF7d9+//13rrvuOho0aMC4ceOoV69edAbv7rvvzvU+xd0eC5J3QepbUruyhwwZwiuvvMKsWbN45JFHmDVrFlJKrrzyyhK5X1GxRFQp0LBhQyAylZvfqPJEBg8ezNKlS1m8eDGNGzdmx44djBs3LuacRo0aARHRVdB8C0K2YfimTZtyGIlv3rwZKJo4g+MjwHXr1kXLn1cZvvnmG7Zs2ZJjlJM943PilHtJUb9+fbZv345hGDEdzcGDB8nMzIw5t6SeR3JyMomJibnu2DyRBg0aIIQgFAoV+f7ZzzX7OZ/I6T77wuadlJSU60j4dGeripP86rR161ZM04yek/0uZbffE8ktrWHDhmzfvp2zzjqrSLOoeZHfR69BgwasWrUqh0Fvdhnj4uJyGDyfzPz58+nUqROTJk2KSc9raSgpKYlBgwYxaNAgpJRMnDiRt956i2XLlnHRRRcBkY98586do/6E1q9fz5AhQ3jjjTeYMmVKrvlWrVoVl8sVs4Mvm61bt+Zbh6JS0P7ts88+wzAM3nzzzZg27/V6Y2bqCkth2mNx0LhxY1atWsWGDRto27Ztoa49lfiqXr06vXv3ZsGCBYwbN4558+Zx1llnFfvA4XSxbKJKgZYtW5KSksKMGTNy/QCEw+EcH4uePXtSpUoV5s+fz/z581EUhUGDBsWcc9FFF2Gz2XjllVdy3SmWmZkZ3WJaGPr06YMQgqlTpxIKhaLpBw8eZM6cOdStWzfHzriCcuGFF6LrOq+99lquW8WzRz7Za95TpkyJGQ1t3LiR5cuX06FDh3yn8ouLvn37cvjwYebNmxeT/uabb+Y4t6Seh6IoXHLJJWzevDlXVwDZv0/2DOaSJUtYs2ZNruedbEd2Mq1ataJOnTrMmTMnxs1CKBRi6tSpCCEKvSOsqHk3atSIbdu2ceDAgWhaMBjkww8/LNL9S4KqVavSvn17VqxYEWPXI6WMftyzdx5VrVqVdu3asXz58pgPezAY5J133smR92WXXYZpmrz44ou53rsoS/Vw3BYntyWjfv36YZpmDmGycuVK1q1bF7PMlheKouSYwfB6vTnqaBhGDsEghIj2Ldnly63NnnHGGdjt9lzrkI2qqnTv3p3ff/+dX375JebYiTtfi5OC9m95zfz873//O6XNWX4Upj0WB5deeikAL774Yq59W34zWfm1w2yuvPJK0tPTmTBhAvv37y93s1BgzUQVG999912OdW2IfNiGDx/Of/7zH0aNGsXAgQMZMmQITZs2xe/3s2PHDpYsWcI999zD5ZdfHr1O13UGDBjABx98wJ9//sm5554bY4wLUKtWLR599FEefvhhLr74YgYOHEjdunU5evQoGzduZOnSpSxcuLDQMzZnnHEG1113HW+99RYjRozgoosuwuPx8PHHH+P1epk4cWKRnVLWqlWLBx98kMcff5xLL72UQYMGUbduXQ4cOMCyZct4+umnadGiBd26deOiiy5i4cKFpKen07t3bw4dOsT06dOx2+08/PDDRbp/Ybn++uv57LPPeOSRR/jrr79o2rQpP/74I2vWrMkxIi+p5wFw11138f333/Pwww/z7bff0qFDB6SU/P3334TDYZ5//nkg4kPl6quvZsSIEQwaNIiWLVtimia7du1i2bJlXHbZZfzrX//K8z6qqvLII49w++23c8UVV0RdBXz++eesWbOGm2++Od8Rdn4UNu9rrrmGhQsXMnr0aIYNG0YoFGL+/PnlznnmQw89xMiRI7nmmmu4+uqrqV69OitWrOCbb75hwIABdO3aNXruv//9b0aOHMnw4cO55pproi4OcluivPDCC7n88sv54IMP+Ouvv+jduzdVqlRh//79rFmzhh07dhTJEL9p06a43W6mT5+Ow+EgISGB5ORkunbtyuDBg5k7dy5vvvkme/bsoWPHjuzcuZPp06dTrVo17rnnnlPm379/f2bOnMldd93Fueeey+HDh5k9e3bUficbj8fDeeedR58+fWjZsiXJycns3r2bjz76iMTERHr37g3AI488wv79+znvvPOoU6cOfr+fzz//HI/Hk2NgeTJ33XUX33zzDddffz0jRoygVq1afPXVV1FhVtxLUQXt3/r168c777zDDTfcwNChQ9F1nW+//ZYNGzaccqbvVBSmPZ4ubdu25YYbbuDNN9/k8ssv56KLLqJ69ers3r2bL774gk8++SRXA3uIfBsbNmzIwoULqV+/PtWqVcPpdMb4muvevTt169bl008/xeVy5diEUx6wRFQxsWrVKlatWpUjvXHjxgwfPpwWLVowd+5c/ve//7F8+XJmzJiB2+2mbt26DB48ONeGfdlll/H+++/j9Xrz7CyGDBlCo0aNmDZtGjNnziQzM5OkpCQaN27MnXfeSfXq1YtUn3vvvZeGDRsyffp0XnjhBXRd56yzzuKFF16gY8eORcozm6uvvpoGDRowdepU3n//fYLBIDVq1KBr164xPmgmTpxIy5YtmTt3Ls8++ywul4tOnTpx5513llqQ48TERD788EOeffZZ5s2bh5SSzp0789577+VqQF5SzyMxMZGZM2cyefJklixZwtKlS3G73TRp0oQRI0ZEz6tduzazZ8/mzTffZPny5Xz66afY7XZq165N7969o8sj+dGnTx/eeecd3njjjehsZJMmTXjyySdPeyRYmLw7dOjAs88+y+TJk3n++eepUaMGw4cPp3Xr1vka75c2bdq0YcaMGbz88st89NFHeL1e6tevz/jx43PsAmvfvj1vv/02L7zwAlOmTCEuLo4LL7yQ4cOHR0f1J/LMM8/QuXNnPv74Y/73v/8RCoWoXr06LVu2zLG8X1AcDgeTJk3ipZde4umnnyYYDHLOOefQtWtXdF1n6tSpvPHGGyxatIglS5YQHx/PhRdeyF133UXt2rVPmf8DDzyA2+1m8eLFLFu2jNq1azN06FDatGkT89wcDgejRo3iu+++47vvvsPj8VCjRg369OnDTTfdFB00Dho0iDlz5jB37lyOHj1KXFwcTZs25eWXX6Z///75luWMM87gww8/5LnnnuO9997DbrfTq1cv/u///o9+/fqViBftgvRvHTp04JVXXuH111/nv//9L3a7nXPPPZcPPvgg5n0uCoVpj8XB+PHjad68OR988AFvvfUWUkpq1apFjx49TmmjOHHiRJ5++mkmTZqEz+ejbt26MSJKURSGDBnCyy+/zEUXXVSsy9rFhZAlaUlqYWFhYWFRzvjzzz8ZMmQI48aN48Ybbyzr4ljkw5tvvsnEiROZMWNGnpsIyhLLJsrCwsLCotJysn2ilJK33noLoFg3gFgUP+FwmJkzZ5KSklIuBRRYy3kWFhYWFpWYQYMG0aVLF1JSUvD5fKxYsYKff/6Ziy++mNatW5d18SxyYdeuXaxZs4Zly5axa9euPDdXlAcsEWVhYWFhUWnp27cvK1as4NNPPyUcDlOvXj3uvPPOfOPnWZQtP/30UzQe52233RaNDVoesWyiLCwsLCwsLCyKgGUTZWFhYWFhYWFRBKzlvJOQUlIR5uay3ZtUhLIWFauOlYPKXsfKXj+w6lhZqOx1zK1+QhS/P7ATsUTUSUgJR47k9DRb3khMjDgcTE/3lXFJSg6rjpWDyl7Hyl4/sOpYWajsdcytflWrxlGCGspazrOwsLCwsLCwKAqWiLKwsLCwsLCwKAKWiLKwsLCwsLCwKAJ52kRde+21hc5MCMG77757WgWysLCwsLCwsKgI5Cmidu/eXZrlsLCwsLCwsLCoUOQpopYvX16a5bCwsLCwsLCwqFBYNlEWFhYWFhYWFkWg0H6ivF4va9as4fDhw5x77rlUq1atJMplYWFhYWFhYVGuKdRM1PTp0+nRowdjx47l/vvvZ9OmTQAcPXqUNm3aMHPmzBIppIWFRe5oWs5XWFWLd4JZ0xR8hpNUn5s0v5uA6Sj2e1hYWFhURArcE37xxRc8/vjjdO7cmSeffJIT4xYnJyfTvXt3li1bViKFtLCwyIlNNUgMbCNR90TTkvQskkI70NXiiesQlja+3+DkgnEaLUYqNB+hcNlDOhv2OpHCCnhgYWHxz6bAImrq1Kl07tyZ1157jb59++Y43rp16+jMlIWFRcliUw3i09aiTO6A/uU9JOoekvQstHmjUaacQ4J302kLKU1T+HWzzoD7FTadsFn3t03Q8w6FXYftKEoJxlOwsLCwKOcUWERt3LiR888/P8/j1atX58iRI8VSKAsLi/xxqUHEtxPBCCL++Ah90W1oc0YgtnwJQQ/ip8k4lYLHx1IUFZ/hYneqmy0H3XjDbnxhB/e8mnsXYRhw7xuCgGErripZWFhYVDgKPB+vKAqmaeZ5/ODBgzidzmIplIWFRf6kBZ0kXToFbd5oxJYvEX/PiR6TbYYT6v0EGSFXgfIysPHNXzq3vKBwKC2SZrfBv4ZIJoyBUU9Dbq/+yjWCYFhF14uhQhYWFhYVkALPRDVv3pxvvvkm12OmabJ48WLatGlTbAWzsKhsKIogaDpI9bvZuN/NUZ+btKyiG2inh+ORV80ART2eaI9HXvoGGWF3gcu0/aDOlf93XEABBIIw8SPBms0w8oLcrxUCsFbzLCwqHG7Vh1s9PlOtKIIku99ani8CBe7BR4wYwddff81LL71Eeno6AFJKtm7dyp133snmzZsZOXJkiRXUwqIioyiC9ICLoY/ptBih0ON2hZYjFQY+oLD7sIqqFr7zStQyER8PA9M4nhjIRCy4hQTNk/eFJxAwbDz0pkDmYT71v/kwvF/ux87vJLGpRu4HLSwsyiVqKBPHhk9wbJiJW/VFBJQ4jD7napI4bAmpQlLg5byLL76YDRs2MHnyZKZMmQLA9ddfj5QSKSX/+te/6NmzZ4kV1MKiIuMNO7ngHoVt+2LTf1oPve8QrHrViVP1Fji/JJsP7dMbIzZQgGw5BPxpiK3LIjZSuouE3k+dckkvbKqs+j3vTjPLR64Cy26D/9wssavBXJf6LCwsyh+K4UfZuACx6HYAHICj5RCUqX0hdSvqu31JuuE7jvot05yCUqg9ynfffTcXXHABCxYsYOvWrUgpadiwIYMGDbKW8iws8kBVBX9tETkEVDa7D8GvGwU9WisYRsEUidewEd9tPGLLl8iWQwhd8CICGbGR2vUtstMt+MyCdISSeCekZeV9Rp1qknNaCH78O/J33w6SibdKaiX6Mc3icaVgYVEQNFVgF1484eNtO07z45NODMNqi6fCVB2ojXpCUiNI246y6A748j4I+yPHO99OIFS2ZaxoFNrRS6tWrWjVqlVJlMXColKiqiqLvs9/ivzT1YI+7QouooKGSmbSWcTf/AthRzXSQxEbqKTL3kENpJKh1yNknHpa3mULMeZilUkf535u84aQ5DaY9ZgkEFYQAhyagU0NWgLKolTRVEFCcAdi3SyU9jeTGXaRoHvRf3oF21kjSNfqWUKqAITcdVFHL0ed1h0y9hwXUBf8B3+La/AY1ixUYSiStzyfz8fevXsBqFOnjrUrz8IiXyRV4iX5WWEnx+e+bJYfQUMl3d6YcOi48EoLxaHqCQUWY9IIc8cQyZyvBTv2xx6z22Dq/SYuPYBhmNhO8GZgLeFZlCaqqpAQ3hX58PtSsQU9JPd4ELHsCZQfX4NfppB43bekKbULJO5VVSFO9ZIRckYdR6vBNKRiozLvljAMQZpHoSoqqjjJJFqxnOcWhUJtDdq8eTM33HADnTp1YsCAAQwYMIBOnTpxww03WI42yymqpuINu8gIuPCGXQjVelFKm2DQYGif/M+5tr8kFAoXOu9wOKeaKaiAysate/nqZZNHx5g0rAU1qkTK8+tbJk1q+gudn4VFcWOaEqnHIRMbAqB8+zzq620jAgqQVc5Aaq6YSBp5oaoKicYe9E/HkKSmI4QgXvOi/PAK6o7lONRgidalrAhJO/O/VQgf3YXtvd6QvityQI2MjpTF90SNzS0KjpAFaXXA33//zYgRI/B6vZx77rk0bdoUKSVbtmzhu+++w+l08sEHH9CiRYuSLnOJYpqSI0fyMRApJyQmRmb/0tPzbvAhnHy4VOGFGZHt63FOuOFSyV1XmjgUX4E6nKIiBOh6ZOt9OGwWaemnIHWsKISknRc/1pn0Sc5R7o0DJQ+PCGFTAmVQsuOomkamP+L0yamHUQgVenYsN0rrOaqqhjeooigSpx7OVWCWBJWpneZFeaijEIIkNQ11+gDE/rXRdFn3HIyhc0gzEk7ZXoUQVNHSUf/XEbL2I+t0QF77BXz3EsrKJ0EomCMXk1mtC8HCj2nKLZqm8sWvDn7+I8D/dZxJwhdjAEjr/iLhlkOpNrMbpG2HpEYYN/3IUZ+jbAtcRHJrp1WrxpXojsMCT0s899xzKIrCrFmzcthE/fXXX4waNYr//Oc/vP3228VeSIvCE5IO7p2sMmPZ8caT5YNJHwu+Xqsw+wkHjkJ4tC4MQengaIbKrJXgCwgGdpM0rGniVP0lKtzKM7oIcM9Vgl5nqzz9vsLmPdC4Njw4UtK1lUSEy1ZAARjhMC7t2JdDQkV5UoqikhFwMG0+LP5Bwe2AWwfrnNs6e7BQ1iW0KA6klBjChlKjTayIqtUOQ+gFes5SSsJSQ7QZhvLdS4i9vyBeaAChYztjq7fArNacsCmoOG/AqckM2HhwisKO/U4a1biMET3SQZpMPzKGSfcmsfLJr6izcjTGoGmkBZxUprqXNAWeiWrfvj2jRo3irrvuyvX4pEmTeO+99/jtt9+Ks3ylTmWZiTqY5abt6LxXaxf9x6TTmd5iN8QMSicPvaXy/hexyr9DM8mcJyQO1VPgj1p5GP0WN6qq4A3pGKaCqkhqJkd8NFWmOp5MST5HVVXYecRJrzsUMk/yENGllWTmoyZ2UXDXEUUhu36pGQaBUOS5OvVQpVoGLQ/vYoLuRV/1RHQJ70TMbvcS7DyOzHDBvPQnaF70b59E+eHV44nVmiFHL+VoOKnSbZpI9blpMfL49+DF69MQQnL3m1UAOKMO/DH5CJ6wvULXvSxmogpsE2Wz2ahevXqex2vUqIHdbi+WQlmcHrqusui7/M+ZtkgBUbz2UZqmsvD7nAIK4JcNgvsmCwz+2bHWDMPErgRwaT7sir9Cz5JoqqCq20A7wWF6guYpsKPP4sATtDPiiZwCCuD7vwSzvlLQTixgSZTBL/hrh8rt/7XRb5zO8CdsfLPOSVBWzCWR8oimqeiePSg/vQ6ArNcZc9xOZK12ACirX8AWPIymFeyTJgH0WK/+UrUhhVKh38m8UE96Be55KykqoAC274d9nsonHkuDAouonj17snz58jyPL1++nB49ehRLoSxOn1O9C6ZZ+N1gpyIzYOO5D/NW/LNWCjxBK9BaZSCy3Xw7yhvtSQhsQ1chQfegr3ocfeUjJOqlI6SyAgp/78j7+KtzBJn+khPuJhoLVit0vF4w52vBlj3w7R8w+CGF+ydrBExLSBUH4bCB19kQ88qPkfW7YFw1mzQzGePqBcg6HTCHz8Oj1yqQHVy85sX2y2so3zwXSTi2K00c+APx4cCosXllwqmH6dU+7w7/os4Sh16JjMBKkQKLqH//+9+kpqZyxx138Pvvv5OVlUVWVha///47d9xxB2lpaTzwwAMlWVaLAhIOG1x4Tv7njOxvIijekB0Swfb9eR83DPD6i/WWFmVEoiOE+nZvSNuOOq0HCf6t6F8/jvLTGyi/vIX+x/u49JIPCeM7RXs6nF6y1h2+sJ2bJub+wf1omWDbfrXElhI0TcFvODnidXMgw43XcKFU4t23PsOGt25vjGGfkmZE3HikGUkYIz7HU/Nc/MapxbIQAptiRGe0qNEK8969mF3vihzf+wvKwbXoauWakbGrQf57h8SdizeixDj4zy0SXVheNotCnm9c8+bNc6hxKSXr1q1jyZIlOdIBunXrxrp160qgmBaFQUqolmhwcReRq5PHFg2h/Zmy2G02BJI61WDv4dyPKwq4rBXfSoHHL3Ff/j7K9AHgT0d5o130mKzfFaP11fjCJbuMBlAlPrJUYeSh1zo0k+hqydgmqarC92shmM+35+XZgtfv1IDi/UBJNNbtsnPD8wobdkbSkuLgwZEOhvcJo4vKOVrxGTZ8JzxrKSWp/oLP9kkpSTcSSBj7NepntxC+/APSA07iuv47YmhQtxPe6udUqp15ELH1rZXo57epTp7+AOZ+LVAEXNFLcu9wSZLDZy3lFZE8RdRll11W6aY0/0nYhJ/J41y8PFth8nxBlg9sOgzrI3lsrMSl+YrdYWKcLci4oSrjXsu93VzSReK0WaOdyoDf0KF6Z9xXfYIy4/LjB6o1wxg6m7RQXKnYlrj0EMP72vjgy9zb3GNjSi6+nxBwOD3/PjI1QxA2BFoxdqVCCA5k2Ol7t8KJrsXSsuC+NwSGoTL2Ig1pVDIlUEyEDUmG3oC4K2eREXJimpIM00VyjweRQsfnLXnxX1pomkpm4JgDUUPSoIbBpNsF/3dt5OV02cJghiznuadBniLq2WefLc1yWJQANuHl3qEat1xmIxAU2PWIiFEpmZfGMAyu7G2y7BclxwxYSn34752RKePKaLj5T8SmBOBYAOQomfsQ3kOo9jjCJb+ah0KQp27QSPcoLPj2eJtz2CLtrUmdUImNsA3D5JwW+Xui7322iV03KE49E5Y6j04T5OWb9ekPFIb2teFSLRGVF2FDkmY4OHGx17BlG1pX/J2yQkDAdPH+F4IXP1bYdwSa1IWHRkou6iJxacd2Ylji6bQpsIuDfwqVxcVBWeJWfRzIdPHMTDe+INx8qUHHRml4DEehXCqU5zoWFxW1jgm6J2oDBUBiA8jcA6YBjkSMsV+TYW9M2CidOoaknUyfxprN4HZCm8YSpx5EyJIVEn7TycAHNH7fkvOY2wlrp5nEFbORvTfsos0YFU8+P+cvb5nUTSq++1bUdloYKlMdA6aTG55X+fKn3J37PjIihF7Gzn1LgnLt4uBEPB4P+/fvZ+/evTn+s/hnk6B5cHzzGA19X/HSTem8foefrjXXY5s/kgQlHWuFuHKgIhEH/gCO2UDd+APmNZ+BokIwC5GxB7WY7YDyQxcBkl0ezm/vpWszLy7NW+ICCsCl+fn0GUnXk2Ky16sOyyeZxNtLwjZJYj/FJle98qxIWRQSRRFs26/kKqAApnwqSPdV3g0IpU2hfsmFCxfyxhtvsGVLLsOuY/z999+nXSiLikm85kP/4cXIzpefJ+MYPg9ZpTHK1O7gT0P9ZChJQ+eSGrC2fVd00sJxJF05A/Xb5zDOvZ+0oBt7tXNwX/MZmAae6ucQMErfnUVxO489FaYpqVnFYM6TCofTI/52alSBGkkmbj2AWQLr5m5biBHnq7w8O/ePZL3qEO+y1mn+qSiKypuf5T9aXfAt3HiJSihUCmvulZwCz0QtXbqUcePGEQ6HGTp0KFJKLrnkEi688EI0TaNly5bcdtttJVlWi3KOT7qQ7UaBswpIE2X6QNTJZ4M/DRQV2ePBUtmxZVHySAlp4QT8502IxizzGzpZVc/BU71LgbabVyaS4kyqx3nonOKlUTUPTtVXIgIKQJph7rxSUjM55zEhYPJ4kzhb5Qyia3FqTAT+QP4iylv5VvLKjAKLqKlTp9KkSRPmz5/PHXfcAcCQIUOYNGkSs2fPZvv27TRv3rzECmqRN3Y99jGqikAtwTXgvAgbkgxbQ4yxq8AWF0k0Iks65vD5xz6ulrPNyoKUkBW0xWwUCJg6fvOfJaBOxDRlqWyciLf5+PY1k5sHRXz/KAr0OVuy+nWT9k2CGHn5fLCo9AhpcFXv/AX8xV0otQDdlZ0Ci6gNGzZw2WWXYbfbUZTIZdkjrZSUFK666iqmTJlSMqW0yJN4zUvc/hUkHNttoaqCRGMPieGdaGoZGSBJkxwuDk2rU7co/+iaiLHbEyKSVt4wzYjB+qOjAvz5jsGWjwzefSBEk5reUrVFsyh/GIZJ55aSM+rkfrxrK0mdqkapBYO3qQZJtlhj/SSbF5taOb4JBRZRpmmSlJQEgMMRsWnJzMyMHj/jjDPYtGlT8ZbOIl+0YBq2H15A+fBS9NXPkGgPkBjegzqte8SLdKh0hZSmChIC21Cn9YCgJ/IFUiOzEsqMwbgPrsahWh28RfnEoYZIyFhLkpaBEJHmm6RmkJCxtvy2WzOEU/XiVL3oImA5TLQAwKX5+PIFkws7y+igQFPhmvMlHz8ODrV0nLHaVIP49D/RFlxPkp6FEIIkPQttwU3Ep62pFEKqwIblNWvWjO6+czgcVK1alT///JMLL7wQgK1bt+J05uJT3qLEENKAbZF4hsr3/0VP24HY9S14DoEQiMMb0GrXIkzpLKE5hBfx+4dRGyjz6k8hqRHK1PPAl4r45j84r5qV95KeouMJ6mT5BHYdTBWqxFlTzhYlj0MN4T70A8r0SxH1upJ05QyQoM4aitj9Pe6rP4Pq51jL0RYVAtOUxNu8vHWvDV9QwxsAt0OSHA9OuyQ9veTLoGkK8cGdKO/1g3AALewn+aoZiE+uQ2z+HLH5c+Jv+ol0R5MKvbRYYBF19tln891333HnnXcC0KdPH9577z0cDgdSSqZPn07v3r1LrKAWOQnZq6IMm486YxBi7y+I9fMiB4TAvHIm3to9SrXTzwo7UTrfjR72QdP+eKp3IYyNhLGrUJbcj3Hp/0gL5i60Q9LJK7NUXp0jovH1OjSDaf8W1EpUkZVoOVBRBIoirFmDcoQugrAhsrNQ7PwG9ZgXdrHnx8gJGxag12iHv5QGJBYWp4uUEo0A8bYA8cfMFJ320pvoCIdNwvaq6C0uR/zxEWLLEsRzNaKmHbL5IMLOGoRDFVdAQSGcbf7+++8sXbqUW2+9FYfDwdGjRxkzZgwbNmwA4Mwzz2TKlCnUrl27RAtc0lQ0Z5teT4CErL9QpnQ+frBuR8IjFpPqKxsD33jNQ0jaogJOUwVu1UdGyJGr0a2BjUfftfHmgpxLj/Eu+G1q8TssLAtUVSEr6GDbfsHGXdC0LpxZX1A9wSAjo+I7+MuLiuLEMEHzoK+cgPJLrG2n2eFGQj0fIyPszvW6ilK/08GqY+WgLOqYqHvQF92G+HtONE02H0Toksmkh3J/p4p8rzJwtlngmai2bdvStm3b6N/JycnMnz+f9evXo6oqTZo0iRqcW5QOAkl8aDfKhwNiD+z5GWXlEySc+wAZYVeplyvzpI9N2JCkG3n7hvIGdaYuzL2RZ3rhf58Kxl+pIc2KG8ZCURT2pDq5+D4lJkBzjSqw6HmVBskqZiWabauIZBpxJF/wDKx9F8LH9oBrdrjgGTK9NnJslrCwsDglAgmBzNjEQEYkvRJw2qqnefPmnHnmmZaAKgM0Iwv17Z5RGyjzopeRdToCERsp27oPcellLzw0VZBk98cEtI7XvDjVIIoi2LCLfGP5LVgt8AYrtoddT8hBn7tiBRTAwVToc6cgK2gvm4JZANlG5OmIDwceF1AA4QDiw4GRY6WwR+PkEXO2gbuFRUUhQfehHXMHmKRnoX16HWLrkkjCMdc3YtsKtHmjSNLL/6rPqbCUTwXGkCrmgMkRI+4rZ+JrOQJj2DxknY7IWu0wWl6FL1y2NhyaKkgI70abcw1JahpCCOI1L7YfXsC1ZwUOJXjKEBZ2vWJ/SFRV4bu/BEczcj+e4YHlvwk0zXody4oE3Y/62U2Ind8CYLYfg9l+DABi57eon91Egl6yO5ocaogqWjouNSLihIAkLZMqalqJLkdYWBQXSXoWtmX3kxDYhs2moAbTEDu+BkC2ugJz/G5km+HAsffKfxRVrdj9Xp7D+759+xY6MyEES5cuPa0CWRQcU3Phq90d97ideMN2fCENn0gkadg8QJJmJJWaL5DcEEKQqKSjTOsBnkOoHw0kedQSWDUR5duJIATOkYtpWrcvLgdRg/KTue4SSZw9RLjsJ9WKhKoqrPo9/4/gV78JhpynVOhdKhUZj+Egod8zqDu/wWw1lFCvxwDQFR3lr5mY/Z7Bk8+S9OkS2R34I8r0S3FeNhUaXYJdBFA/GYrwHSFp5GLSSLY2I1iUWxJ1L9riuxB/fYy6fi5xY79GCgWGzYY170HnfxH0B1AueBFdd2F2vIlMW30Mw0QIgRIMYNrsZfrNKgp5iqg6dfLw1GVRJIQARUoMindE6TdsBKU92rlKKUkzEqL/LkuklASlhq3dKJRvJyL2/YaYWDe6XCJrtcOs1hKnGWLS7Qo3Tcz526TUh4HdTMLhimsvJKWkQQ0J+Tz7RrXkKZ+XTTWwESDLOG7nlqD78JiuUo8ZV9kIG5Bhb0TiLWsICQcZxwxeE3o9ht7jATKoSkk2QbdDoCy4EcwwypxROC94HrF+XnRmTKx5D2f7W/GY1u5Ai/JJwNDRzh6L+Hs2+NNRp3QGaUCD8+DsMUjTJCDtBMMKCb2fwmc6CRkCRZooR49COAw1K97GtALvzvunUFK784QAJT0dM7F4ZofKeieJQwkiMPGZkdG5EBCvB8gKO3KMluM1L7bVz6J8/1I0TdZojTHi8+hsWUjaWLdD56G3FH5eD4lxcNOlktuHgEPxVPgReEbATbMRSp4hQda9b5LszHsHok01iM/4CzYuItjpDjLDroi9wbIHMLv/m3StXrkVUmXdVgtDbq4nTuWOojjqp6oKicY+1Ld7QOa+mGNmhxsI9Xo8KuzKgor0DIvKP7GOQoCuCoLh4+1b1wRho2iDcIcSwn3kJ5T3LzyeqGiYY74iM6E1QeP40p0QAsXnQRw+ggwGEG43Rq06p/V9LIvdeRV7MbKCIYIBFH/Ff0EdahD3wdW4dizCpfqjnp1tS+4hSRwtUoPVRZCzm/iY/XiIbTMN1kw1eGS0SfVEo8ILKAC3Lchrd+dejxdvlyQ48vaIrWkK8d5NKO/2RVn1NLYfXqBqnIG24AbEmndRp/UgkUOW3UwxkFtbK432ZxgmGVptzGu/iD1QszVmv2fKVEBZFB+52XaW1Xub3W/HH/0RpxoJWO1QQySk/Rq1Xy0shlCRjkQQJ0gLRUXa4zGPyQ0hQDEN1MMHEQf2IwN+SiXgZAlhiahSRmSkF6lxliZCAIqOz3DhDbsImI6o8Z9NDeM+/BPKR5ehzB2Nc/siqth9qDMvR6x9H/WD/iRpxy2oI0bkE4/PQmmRXWji4J+oHw2MeVkNw8Su+KNhLDSl4r5YJ6OKEAO7BvltmsmYiyVdWsHI/pJfp0pGXGCiiWCe1xqGxHTXRlZrAYDy7fMok85AbFwIgGzYE1PJOQNoUXEQAuJFOmLBrbEHDvyJsmlh1NjcouKiKIIqahpJemZUTLlUP1X0DOxq6Rp8ZgsoddZQlHf74dr7FQn2cMRr/zt9cvTNBUFXTeKz1qO+0ycSPzX72nAAdWp3EgLb0DVQMtJR9+5GpqcjK7CZRjaWiCptfF6UYPntEFVVISvk5pG37bQYqXLGMJUh/6ezdpuTsLRhYEMmN4W4WmCPR2xciPz6OYQaMa8zG/clbGaPOAQ2EUZZ8y4AsnZ7zPF7MLuNjxzfvwbl8Dp09Z/x8ddEkDqJHp69PsDHE4I8f1OAFg0M4p351z9i55aEcfUCZM02kURfauRYi8GEL3qZtFBcSRe/UmNiIyvkZutBNwez3PgMJ7quoOkaQtHRdbVE75+keyJG5Du/AUCmDID4iH2IMmcUzl1f4lDKb79RWRGqhjfs4lCWm/SAm6B0FGnmSFEESeIo6nvno80ZQaKWiVsL4Nz2GcqLjYg7+mupCikhBCLsRRzeAFKifHwlti/vRJl+acRrf+pWlGBGoerqVgMoKyZAyAeaHXPsKsyRi0HVQbOj/DAN5/5tcOQwZiBYoWefTqRiO9+pgMiwEZmNqlajzA2/cyMr6KT77bH+jH5eD/3uUXj/YZ3+ZxukK7WRo//iwAEfby5LZt96O+e3OkL/fgbVklUygxFP6VJK0s1EEq77BmXTIowWV5DmsxPXeTy2qimQ1BBv1Q4EK+iuu6IgJSBD2BTAhIK+glJKpFDBVT02PaEuhrTGQqdDULp4ZKrCB0sEhgGqCq/dpXDWmSpvLoDDaYJ+HSUDzpXE6f5idYoqBOi6RlC4cLQfjdj5DWaHGwj3fgo1mB6xkQp5kTXaEBaWL7HSJCSdvDlfYdLHCpneSFqXVgr/G69SO7Fw7cClBhE/vwmHN0Rims4ZgZpyCcoXkQGlMv964m75lUApBWYwTUmGWpuEsV9HAsZ7DyPWvh856EjEGLuKDD2yc66gpIecJA2aijpvDLLXBDITWqMKE9fwxYifPiTcaDie9MrX2VuG5SdRkobl6qGDyPR0hK5h1qmHqRV9p01JGEEqqsZLc+w8/X7uH+XkBPj5TQNdMXl1rspz02PPS4qDFf81qZfsi7582b5u1M2LCDa5lIywC5saJiFtLTKuFmn5GET/Ew098yIS+fyG6BIeQkRHcma3ewl2HkdmGXinLwjl+TmGpJ1xb+h8vPz4iPv1e+Cn9fD2othzE+Ng+UsmDar6Yj4uRa1fSNo5mK7x1meCQ2mCizqb9DvLS/V4PxkBe9TYnLCPDHujEt0deCrK8zMsLk6so4GNZz+y8crsnDMxCW749a3Ch6JK1D1oS+9HWfveSRnWxRjzFelK7UKJlqJw8nN0200cv76Ksuzh6Dlmt/vwd30AT7Dws69CQKLNh89wEPaHEelp2Lzp2PCTeQqHwiIuzjIstygYMmygZGaUOweSWQGdD77Mu0kczYAsn2DrPiWHgAJIy4JBDyp4g8fFYaKWiTr3WsT8G9B/eIEkR5D41DWI9y5AmdaDxPAeVMsgOl90XUFN24zYFPmqy5ZXYN53AFmrHQDKj69ikz7LsLwIeIMan6w4/rs1qRv5SJ4soADSs+Dyh5Vi8S4fkg6e+0inw/UKb8wTzPoKrntO4exb4th8JBlVVTAMk3S1VpkLqMpO9pLdxt0qm/eq+AwXvpDO6/Nyf58yPDDlU4GiFm4hJz3kRl44Cao1i0k3Ry0hQy15AXUyDjWEY9/qyBLcCSirn8exa1nU2LxwCDI9GsaBw4hjdk+BoDylgKrIWCKqLJASMjMR5dB7ZDDvTWIAJDgNnpue98d65wHYn6qiKMdCVkgTvJG1QeXb59E/uRLl/f5ghCDkQ4S8CGE5mMyPUMjEm9AS88qPka2uJHzRy6QGnBEbqfrnYoz5igxZxTIsLySKItiwM9Y04+p+MG1h3tfs2A8H05TTGgCpquDP7SqvzsmZyZF0GHKCUDMMaQmoEiQkHXy0wkH761XOGiNoM0pw2UMqf22PLO3mxbxvBJ5A4USUS/UjNsyHwxti0sVntxEnSiesUDaapuAO74/aQOFIwhzyPriqRW2kXL7taFrBZqOEEKjhUGTHXbbReChcaeye8qPQIsrn87F582Z+/vlnfvrppxz/WRQMGQ4jMjPL1WyUyxbmknPzbvROO4RNle378282Ow8KQCAlxwyiP0PWOitycNuKiICyxWGO/ZoMZxPCRjn6EcopPsOGt25vQhe+QlooDtM8Zmw+bB6ZrmaETGs8VFikhLiTVkCrJ8HuQ/lft+8Ip7XD1h+25TqTm82m3XA003qeJY2qqXz2vcZdLwvST7DgcNigTmLssuV9V3lpUPP437ZCWmI4lQDOHZ+jzBsbSYivg2zaHzgWR27OCJJ0b1GqUSTCYZOgXhWzy53gSMIY+zWeMwZjjP0aXNUwO9xIyFX3lE6O/8niKZsCS2mfz8czzzzDnDlzMHKR6FJKhBD8/fffxVrASouUiKwMREICUinZnT8FRcgQ9w238dFSkWsIlnuHmbjsBs0bCtZtz8/79nFHbVJKfCIed7d7EbNHRM+RjXsRjq9PKGAJqILiM2z4DFv0byklqYGSC0VS2ZFS0qiWJN5F1HB4xwFo3gA27sr7uka1Ts93VNgQ7DyQ/zn7jkD95PydfFqcHpkBOxOmxfY/KfVh5l1bqZW1mhdvuJR73kxkyr9SuarGx9zU72J6P1KfnQdg9EWSeEfBQ1GFhR1qtgV7PNgTMMZ8haEnoi0Zj7L2PWTjvpR2xKfMsIv4Lvdh63oXGWYS4YBJWK9P4s2/EMJGRjhv32TZYVpEehp4PchwGP6hTbXAIuqpp55i1qxZ9OzZky5dupCUlFSCxfpnIIMhREYGokqVciHcpYQkp5+vX3Fw4/MKv26MpFeJhwdGSIb3MVBlgPuGq8xZmbv4adYAqiea0frY1DDuI2tQ5o2JOU9s+Axt9X+IL8cG0RaVH5cWZMq9dq5+POJN/oMv4c174dNvcz//rKZQxX1662u6ZtKsgWTr3rwHEA1qlI6Tz38yHp/gYOrxvxvXhi8f2Ur9T3tCxm5uunAyfd8YSv0dk4lf8iDxyU1Z8cRyhk+qzxU9CxeKKmRAhqMJCWO/RtriIkbkQZPEfs+htbqCYK3OZIadJVDL/MkMu1AUd7SthQ1JqpJ3jEZLPOWkwCJq6dKlXHLJJbzwwgvFdnOPx8OkSZNYvHgxGRkZNG3alNtuu61QwY+llIwaNYoffviBa6+9loceeqjYylfiSImSlYFMTIwEaiwHSNOgYTUvc5+04w2qhMIQ55DE2YOYRhgpoV7VEC/9y8bdr4oY8VevOsx7ysSl+zHNiM1JvC0UCQGQvYR31SeIpf9G7F+L8u3z2Op2xF7/YgKhf/ibaFE2yDDd2yh8/4bOhLcFP6wT/L0z4kV+/OsC84TZgTPqwKzHTZx6ICa9sNiUEA+M0Pn8+9xFVLszIfE0hZrFqdFO+vpFdIMS9bbtWHwzretNg90/Rk5QFOJd8PHjJi7VV+g2EDIg3d4EKUTUiDw95MZeuw+BUNnZhZ4smHITUEIIlIAfkZFuiaeTKLCICgQCdO7cuVhvfvvtt7Nu3TrGjx9PvXr1mDt3LrfffjuTJ0+mZ8+eBcrj448/ZuvWrcVartLEDB2bjUpKKhezURAxZrUrfuwnrBSd6BJFE0Gu6AkXd9VZ8K1g3xHo2U7SurEkzuaPuiwwTYk3qOIa8j7K/Osxx6wk09UU99WfoU4fADXaEK7fwxJQFmWKRpDGNUK8NV4naKgIwGEzufRcjSU/Cw6kSrq3haZ1sgcIp9deTVPSuGaYZ2/SeGBKbDzFRrXg48dMnNrpCTWLU+OyGbQ7U2HNpsjfO/ZDv8casXTCSuov6AnpO48LqGophEYuRSjVcYQ8RX42kSW72PZTlgLqVCiKQHi9iMwM8Hoj4skihgKLqNatW7N9+/Ziu/HKlStZvXo1r776Kueffz4AXbp0YdeuXTz77LMFElEHDhzg+eef56mnnuKOO+4otrKVKqZEyUxHJiSUm9mogqARJMEWZPQFKkJEQrYYhsyxo8Vn2KBuX1x3byMjoBMKQ0gkkXTNIkwU0ss4JphDDYAEv3ksHI0QxOt+MkOOcukM1aJkME2JJoLHZydMiLcFuKqHgjg2c2CastiEjS4CjOgnGdxDZ8FqwaFU6H22pFl9iVv3WUt5BSDbDUQ22cb+BX1vXXqQyeNUet6hEDi2m3/zHvh+axWqN7oIx9r/Rc81W1xBWHFhhE6xfbmSEBFPHkRGBvi8lSI8S0lR4K/2uHHjmDNnDr///nux3HjJkiXEx8fHLN0JIRg8eDBbt25l8+bNp8xjwoQJdOzYkf79+xdLmcqK6GxUBbSxDoUMgkEjT4eZEBFSR302QsbxTi41FF/mAsqpBnHvW4V773KcSgAhBElaOral40lSU8t9jEOLkiccNgmFSiYItiaCJNo9jLnAx/3DfJx9RiRm5D9NQDnUIJp6/F0TQuDS85/xcKkBkuSBaEzBSFy6o1RRCh4A3TBMGlb388ubJlf1lrid8N64VAZor8cIKABl1dPYN87Creay46YSoSgC1e9F2bs3Ehw4M7PIAkoIkaMPLajLhIpEgWeiZs6cSa1atRg2bBjt2rWjfv36KEqsBhNC8PTTTxcov02bNtG0adMceTRrFnFEtnHjRpo2bZrn9Z999hk//PADixbl4hXvNBDiuNfTYsdnByOP3VSGH9y2SMyJApDdGEusrOWAkqyjYvhRd6xGzBwCgPuqmbgb9YT3BiL2/Yq6fw1Vr11MyF6t2O99IqdbxxMcl5dbKntbrez1g5KroxL2oG5fBVWbEq7SDIlA9x2A3z/E2X4MYVuVXK7JQt2wCDF3NK7L3sbRfDBKKA3x7oWAJPnaLwkdiztYEJISTN4YJwibCskZm1CmPBg5UC0FecWHiI+GQPpOlAU347yzN3rSGeX+ncuLPJ+jlODxQHoa+P0gTHDoQNGjauiBiK+QkD0SqkoNZaIoYUxVYujxOS+Is0PC6e02zq1+JT0WLrCImjt3bvTfv/76K7/++muOcwojotLS0mjUqFGO9MTExOjxvDh69ChPPfUUd999N7VrF/xlKdeEw5EGnFy1rEvyj0Cq9ojnYFc18BxCfDw0EpfOczBywhl9IrHqyhFa4DAimEU4viESgTCDaFm7kY4quX5sLCzKM0rYg7ptKWLmlWBPRLt+FTiT4YMBiP1rIHUbWp/HCNuSY65TMRBLH4y4iZk7GqXPLsQf0+HQMfc6Gz5DOWskplLwD7LLLtE0EPqZyP7PI355EzlqKWF3HbSxXyGm9UL2noDhrF5hBVSuSAmeLEhLh4Afislruh44hFjyICg6et/HkJoTcXgdYtGdKANeg+SU3IVUBaTAImr9+vXFfvP8lkvyO/bUU09Rr149RowYkec5RUXKkokPJQSoWQFkVt7TwUrwEIbiwCyAbVR5jmWV2+yIohTe501J11FV65A4dhXq1PMiXtWPCSizy52EutxPhs8BvpL9fQsTO0/MG4XY+wvKdavwO+rhPPIr4r0LkB1vRnZ7MF+/LmVJeW6rxUFlrx+UTB0dShi36kAIBfxpiLfOiwxqjm4BQNriCIZMMk96B1XVQeKYr1Cn9YTMvYjlj0SPmb0eJZgyhMxMCRSurImJTtDiMVpei63tSNJCbsw0L6panaSbf8EXlHi9WqHzLU9kP8fMDB/Ck4VIT4dAAJmfe/ZCEmcLw7p5sHM1AGLZBGg1BLF4HBghxKI7UEYtIf2kb6FAw8jwl0jsvJKcjSozS+akpKRcZ5vS09OB4zNSJ/Ptt9+yaNEi7r33XrKyssjIyCAjIwOAYDBIRkYG4Qq6g8AMhRDlMKZeYYjYJqSReEJwTrfqo4qeia6WryGcaUY6alwnzf7VOZuQLFxIh5JE1xTUtC2IrcvAdxR1andcv/8P5b0LwAih/DYNXfqt2HkWFQq/acNToyvm8PmgqOBPjwoos9t4gp3Hk5nLwMAwTDK1OpjD58YeqNcZs/O/TtvfUpbh5GjAFR30GYbkiM+ONy9TjIqElJCZgbJ3D+LgAaTXW6wCCiArqGG2vBzZ6NjmsO0rEQvviLi50RzIgVPwBCvOJqpTUeiaSCn566+/WLx4MYsXL+avv/4qknJs2rQpW7ZswTxpu8vGjREPjykpKblet2nTJkzTZOTIkXTq1Cn6H8CMGTPo1KkTq1evLnR5ygWmRMlIR1TQvc2KIkjiEOrbPdG/vIdE3YNb8+FYPwPlv2eS4N1UboRUthG5On1gjlhWytzRuPYsw6kEyqh0sYTCJp6EFpjD5kR82PiOIr6875jvLTfmmJVkkLeDPAuL8krAtCFrnx1ZSj+RdqPwydxnVhVFEC8Po8wdHXtg9w8oGz6NGptbHEcRoPo8sHs3HDiIEvCX6AxKesgN5z+TI9iyHPgG3vimBCvmPEeuFGq4/fXXX/PYY4+xd+/emPS6desyYcIEunfvXuC8zj//fGbNmsXy5cvp169fNH3evHk0btw4T6PyCy+8kBYtWuRIv/baa+nfvz/XXHNN1Di9IlIe/UYVFLfmR1n+JKRuQ6RuQ5cmWq12KEsfAECZN4b40Ss46rOdIqeSx6EZqOvnIfZFbPvMrnfBObehvHUueA6hLLwd1x3r8Xnyz6e08Bs29Ho9sHe4AfHzCVuvL3wRb3wzQsEK1lgs/vEIIUhS01A+uBSy9sccU6Z2J2HsKjLsjQiftPM3SfegvnNh1AZKth+N2PwlZO5FmTcG5xUfYda/AL9RdKPo00UIETO5UBRzhtMvAwgpj7sq8PvJEnYyvIIf1zlQFOjYDJy2MLoIFuu947QAHF4PqbE+HMWv7+LqM4GQklhpBn0FFlG//PILt956K06nk5EjR3LmmWcCsHnzZubOncstt9zCe++9x9lnn12g/Hr27Ennzp156KGHSEtLo169esybN49ffvmF119/PXreyJEj+fHHH9mwITJbUKtWLWrVqpVrnjVr1ix2h6CljikRmemI+PhyE1OvoGQG7ai9n0RL343Y8iXiz5mIP2dGDlZpjDF8PmkBO+XB1a0vpKA1uwJb+k4wgoS6/huvdJMwdhXqjMEYQ2eT4beVi7IC2FQD2+G1iN+mxaQrSx7A2eA8QnqDHB8bC4vyTJzuR/3q8YgROWCeOw4anIvy8VXgT0OdeTkJN3zPUW+sGAoZAtFmOMry/8Ps9Sihjrej9UhF/eASvC1GcLTGYII+HU01ibcHCxWepThI0rNQZIg0MzI7bFNN4lUPfkPDY5T8Dk4hQJgmIiMz4iQzFEQaJiHp4KVZgrlfRwLEZzO8n87NgxR0TrBREqCpER+AobBZqC3ALi2EnrYB8elN0SU8qjSOiN7tXyGWQ2K/x0kNlk8bzsJSYBH1+uuvU61aNT7++GNq1KgRc+y6667jqquu4rXXXmPq1KkFyk8Iweuvv86LL77IpEmTomFfXn31Vfr06VO4WlQyyltMvcKQFooj+cqPUF9tFTO6NMeuJN1Mxiym3R/FQWbYRfw5d0f/DZJ0rS6J131DRsBWbkSJrinEZ/0dtYHC5kZ2vBnx3aSojVTiTT+TqlSvNKM7i8pPVsiO1nMC6oE/kQ26Eew8npDUcQ+fjzL/eoyrPyU9kHMgkxl2Et/uJmyNehFMakZm0Iau1yFz6J88+q7KRxMjzjMb1lJ4dLRCvw4Guigd/05JehbaZzciDq4jadQyvLaquNP+QnmnL44LnodmV5WYkFIUgQgEICsLxZOJGQojj5mGCEVjzlfKMQEVy0dLBQ1rqQw+V8UwDEKmnVSPypKfIoK179mSmlUMbMccE5+KsNSwq3YiSsyBHPIeMr4uYtlDiG1fITVbpfLGL2QBDZo6duzI2LFjufXWW3M9/tprr/H222/z888/F2sBSxvTlBw5klXs+QoB6qGDyGOG86c832bDrFsPM4/ZqPK6I8it+nCs/wjl87ti0mWb4YQueLFQDjbLax2Lk4LUUQhI0jJQZwxGHFqHOWYlgYQm2HevRJlxObL10EL/tqVJZX+Olb1+UHJ1FCKyPBc2RTQQuUMN4XYI0vx6vk58dV0lFIrMMvlNF73uUNm+P+d5/zfa5KYBIVTyX7I63TradUHc3mUoH10WSahyBmbvCSif3gjhAOhOzLu2kBqKL7bBTnTJLisTkeWBgD9iKH7SZ90XdnL5wyrpeZgnVEuCmRPCaCo8O13NEdfx7GaSF28zsYmC/TY2VeLO2giKhsfdhGAYEnUPysaFmGdeQnouGwZEXBxGrTolsjuvJDfdFNi2LBQK4Xbn3UnHxcUR+oe4xC8NZCiESE+vUDv1XIoPx4aPjwuopIbI+l0BEH98FDU2tygcUkJaOAFj2FzM678jw3UmWQEVT63zMG/8vlwLKIvKj6aCetJHym4rWMclJaQG3VEBBeA3dI54tHwFFBAVUJqmMv8bJVcBBfDMBwr+cMnbRwVCEn+trpgXvhhJSN2KMmdUVEAZo5eTEXadtoASAhQkqt+LevgQyu6dcOgQ0pN1LDBwzvwDYZGngAI4nAZhU+HzH3MKKIBfNwhem6sgRcF+x6Ah8MSlkOVsEjUiTw+58Te7KlcBVZEpsIhq0qQJixYtytV9QDgc5vPPP6dJkybFWrh/NFJG3B1UIHcNYWGDmm1AtUVsoEavIHzVHGSTCwCQ9boQNivP1tbSJFtIpTvOiIbP8Rs2MuJaWQLKoszQVEFCYAeJxm7UY6FbEnQPcbuXEK95S6UMWQGN977IW7SFwvDHVkrFBYjHcBJqMwrZ6oqYdHPgm3gTWhEyit7/KYpADfhRjx5B2b0LsX8/Mi0NGQiS2/qYUwmQYAuAAJsmyS/iil2P5D/1s7x/o/nfCLzBgu9FCxqCk2Mr+4rXfr1cUOAnOnz4cNauXcvo0aP56quv2LVrF7t27WLFihWMHj2atWvXMnz48JIs6z8OGQ5HXB5UkNmooKGSmXQW5ujlGKOWkUZ10kJuwpe9gzl8Lv7mw6L2AIoiykW9bEoYmxI7g+q2hctF2U5GykgstxPJHo1bVC4URRDGjifkIivkImA6oiKlvBARUNtRp3VHndaDxPBuEm1+9JWPocy4HNsPE0tNSJ3Kxqa0bHBsqomeuh6xYUFMurL8/3AZhwst5IQQKKaBmpGOsmc3Yv9eZGoq8hQOMp1KAPvWhagLbiJB8eCyGVx4Tt4zYAPPk+iq5FBa3mUJhiAQLF9tsDxQYFl55ZVXsn37dqZNm8Yvv/yS4/h1113HlVdeWayF+8dzzDGaiE9AamW3XbcwBA2VjIQ2GFI57qxOaqi122PIyFBIVRUSzX1I1UmakVBmxvM21SA+/Q8ww2RVaU/A0CKGoT+9gd7xZtLD8SVetty8u59o62GRE02VCCkJnTCr6bRJfJWlg1dU9qc7uHey4MsfBVJC55YqL9ymckbNAArlY3ZaI4A4ugkC6SAl6rQeKHU6ITZF4pmKnd+idR1X4uVw28Nc1Vvjt025zwmoKrQ5gxLfdKGrEJ+1HuWdPtElPNnsUsSfH0PqVtR3+5E05itSZZV87X6idk5+HyIrC445xJQFVIKapmBP34ry9VMAqItuI6n/84wb4GTtllrsOhh7fuM6cMsgiSklSfGQlplHvirYbdbGlZMpsGF5Ntu2bWPZsmXs3r0bKSUNGjSgT58+NG7cuKTKWKqUF8PyEy8UiYkY1WrEvHgVxZg1XvNh+/m/KKuexRw2B3/dntiDB1Gn9UAm1McYNi9PIVWSdYwIqN9R3j0fkJgjv0DWaIUy51rE5i+QZ/QhPPh90kIlF9/JppokBLYh3TU4GowItiQtCzVzB564M/EbZe9PqzgozueoqxDv34II+ciMb0nQUEjUPOgbZhNudjlp4bjouYoiCJk6IUPg0E2EDJWIKM6un9cbxJQKqiIJFtGboKIIDmS4OOcmBV/g5GPw5Qsm7Rr7csxIljR5PUOnGsS1ZwXKJ1fFjAZk/a4YV31CWrh0Bkk+w02XWxQOHM157I4rJPcPC5a4YXnU2fA7vcFzEGP0csJJKeh/vIey+G5ki8GEL36NtFBcjmuFiDgdED4fwudFeLKQYaPI3sTjVB/ar2+grP3weGJCXQ70mMx3uxswb3XET9Tg7iYdUyQOzQ9C5aMVNl6elbsYHdBV8u9rQigyiKaAIUXBjMBNE5GVFQkzk5WFyMxEeDyIgB81HEQEfBiBMCRXxT/sGpzV4vCGtSK1m7IwLC+0iKrslDsRBQhdQ9aqg2GzR9MqgogSQpCsp6O81hZ8R0EomL0fQ/nxVcg6AEJgjlhIZvXzcvVgW5J11FVI8G1BmdYdglmg6pDcBA5FYkTK1sMI9Z9UYvZGNtUkPnMdyjt9kLXOwrhqNlIoaAtvRmz4DHP4PDw1z60UQqq4nqOmShL8W1Gn9QAjhDl6GUaVM1GX3Iey5h1k84GEL55MWjiOoHSwYZfKizMF+44K2p8puftKSbX4IArFuwHGHeficIbCnJXw3V+CBjUlYy+WJLlCaIV0YhjGxk0v2Fj4Xe6dfrMG8MXzYRxq6b73+T3DKs4g2nv9YN+aaJp5009kuFtEfAyVAqqqcNTr5J5XBZ//IDBNqJoI9w4zuaafiV6AXWXF0U6zhZTwHibDnULIUCI7lg/+iFGrQ1RACSEQSEQwCAF/xDWBzwfhMNI0isU9XZweRP/6ccSmz6Np8pxbMDtcz1FPpF+xqWGME9zOhKST+/+n8P1fse2vaT14894wdtWPLgzcmZuQcTXJ8DpQ9u1FObAfZf/+yP8PHEBJPYI4ehTl6BFEWhqigGLQ7HEeTOiHefb1RRLglogqB5RHEQUg4uMxa9WOTklXBBEFx+wmQjtRp3aPCKlshMAc8iHe+ufjM+y5XlvSdcwhpI5R0gIKIF7zYvv+eZTVL0TuWacDuKohNn8R+bvFYEIXv0F6yJVfNhWC4nqOumKS4Pkb5e3eEPZHnPjVbg+7vgNANupJeMh0Dgaq8/h7Gm+dZCSrKDBjgkn3VgFEMS2JCUVl0z4n598jcswcvXCb5KpewUJ5g/aGXTS9Ws3XhmfdeybJrtLd5ZrXM0zQPdhWPhrjRR8Ad3WMsV+TrtU75S674kIIQUjq+IIaobDAYZPEO4IYBdycU1ztVFEEqpCcuCJv0wWhsDw22+SNzMj4fceW6WSxG20JIUjgKOq80ZC+O5oua7ZBXvoaaSF37kJNQNBwsPuwwpyVgpABA88+SkvfT1TZshrTVxV185+I37+GdAU8xVtumeRE3O5D1uuMMXQ2qaGEQl1fFiKqUGFffvvtNz744AN27NhBWlpajqk8IQRLly4t1gJaHMPnRXg94KhYH9WwIfE4GxE3cArKzOM7VmTLKwg17o8vUHa2XiEDzPjaKMlnwP7fj5et7dX4zZINNpoZdpHQZTw2I4D44VXE3uN2hrL5QMIXvVYpBFRxEjIVPAktiBu9BPHO+REhFRVQPZBXvE+mkcCOg2oOAQWR79S1Tymse8+GSyseEeUJ2Rlwf04BBTDuNUGfs3XqJAULPKKWFMBIupwMe116GNvv70QFlKzfFdn2GpRF/wLPIdS3e5P0r3Uc8ZROMG8pJRpB4m1BODaBa5SB+ZhpSk58hEIIDF8QJSuynEU4FBFPJXT/XAVU8hlwdCviwB+w4DYSLn6NDDMXIZXlwbXpN1puXM9ZmzaibtmI8vpGsrfZxS70FZOAUgAVSHQizj/WVhxVkCUa3a/4KHDrnjdvHg888ACaptGoUSNq165dkuWyOAkZNhBpaSi1XeWmE80LRREEDBv+kIpEEGd4Sfh5csw5Yt1s9LbX4Kh1XpktWSXpWahzRscIKABl5hDiRn4BVdoRMErmA6BpChlhN9X6PQlr3wfNCZod0nciL5tKht9BeQk5U17QVHD7tiPMcMwMFIDoeAP8PgNbm5t4ZXbeo05/EH5aL+hzlhKzjFEUFEXw12ZBWj4T16/OETxzvY40CraEaFMNerVX+Oq33OvQsBa4HadX7jhbCE9Ijwo7m2ogpEHALNx7aJgCWl0Jf8yIzApe8QFSdyNtLsT8G5EXv4QZ8gM5bYAAXLqBL6xGy6GpAkWGCJqlI7pKEiEEwjQices8HvD7IjZOpbDwIwCMAAQiFuJmjweRzQchfngZZe2HCH8qQoYQ4TDKpk1of/yO9tcfaH+vQ9m1E1HEMkpVxaxeHbNmLWRyVczkqpjJyZF/JyUh4+KQcfFIdxwyLg7F7SSOw6jzRoI/A2rWBnsmsnY3woOm5Wo7Vh4pcGt94403aNy4MW+//TY1a9YsyTJZ5IXfj8jKBHf+xs421UCRYfzm8WWyOD2EJ6yXvJGnorI3zcHdrwhWHPsQtGocx6Sx0+lU9VXidB/Kr1PBdxRlxuW4r/0Cs2rnUo/q7bKZaH9+hNjyJRBZwpNd74wYmgezUGZcTtw92wgU/8ouLtWP078P6awKs28FWxxcOR0QMO86xPuXkDh0Dmmy7HYuljciRuIaUnfDqmdiBBQA826A4XOQUnIgNf+p+wOpxeNeQ1EEW/fmn9GWvYJgWKAV8H52Ncjzt2h0vUWQW8i3F2/PjgdXhAJzLCzJD/9FP+dfpIUT0JVjO1SDmYjqXQoVtFcikJ4jiIv/C2YY8dZ5qK6q0LA7/Osv2LQYU+Ze8QTNg+2vGdhbXUlaOAFVESQEtyMyduOpdk6ZBg8uKseNw70R4eTxFGpXXXFhSkmWVpu4K6Yj9v5MoMH5+Pwacc1GoW/2wH4X5k3jSfp7XcQWqzDoQCLI+nUwz+6Pr04jzLp1I6YmVauBVnABbACmrQZK8pmxM/FthxOQJbsSUJwUuMZ79+7lvvvuswRUGSINA5GWjuLOW6HbVIP4jD/BewSOzfJEOs5J6OfcQZqRWGIfZiEEhzIddL0ldmfRX9vggkeqM++JBzm/fRC9/eiIjVRCHcyqzY45jyxdteANKuitrkbbtwZhhAj1nxQNQKx8cBHmNZ+R4Sv+6WSX6se59VOU+dcje/8f4swLods4mH8DhHxwxYeIedehzrmGxCs/IS1QcTqTksQTcvHJshC3N/wS9Y9jQa0bngedbooIqLAf8fFQ4u7ZQZ8OJivX5P3szk6RxWKnY5qSFg0lJwZzPZk2Z0hsmolZwE1WpimpmxxgxX/t3P6SwtrNkfQz6sALt5l0SgkVOaBukp6FNv86xObPUbd/TZVhcxBHNqG82w+kgfuaz5BVzyFgFtQrtUJmXLNIXMcZQyJ9TuY+OPAnUkKox//laleYoHnQv3kC8ePrqH99TNLQ2QjfkciGgUAG7qs/hWqd8RdyZiw/nGqAMPaonZKiCFxqkKzQ6Yu12IC/mccC/patixLDlGSFk7DvTYS5b5Dw26+oG9dHDbxPVWupqhhnNEGe2RS1bjzK/k8g0YxMKgoQ7EWcVwPtzPPx5mHTeiriNB/ayqdjBBSAMncMrqvnI2ucWyHEdIFFVK1atQgGK6G70QqGDAYQGRmQmNNeRleO7fh6tx8YIdzD5uCq3w1l3g2IjQtRt64gafh8Ukto235Y6jzyluDyc32s2e7kr22R9OQEGHOBnztedbDyZZV4WwMSrv8WqbtJM/L3mVKSpIfcJPb7T/TfABnOJiTcsZ4Mn4h6Bi9OHDaB8m3knmLF49DhBvjuJTi8EQC55ydEi8HI5oPwhiv+zrxiQdF56h3BB1/aOe/pK+jU7AsUfyr0ehh+mQpDZ8KsEZhDZ5Pll1zdF555P7J0dzLNG0K9amaxtDnTlJxZT1IrGfbnsrVeUeCmQRKzkIY5CmGa1zX59CkbvpCKKSMzp3H2YJEFFIApBTKpQWS2ZNd3qG91g4zdYARBd4GrGqbIx611LgQNBTOpMUpczYiIOoZsfRU+Mx+bvuzAuLu+Q3u3b0R8+dNAKCDN/HRpDnLztXZimlv149i2EFm7PZmOMzCkIEkcRfz8JmrH24q0gUSIY0t2Ph/CkwVZWWUy6xSDaaJuWI/+w/foP/+A9vtaRAFCsUlFwTijCeFWrTGatSDcvAXGGU0QDgeJWibKO32hngm6C/OC/6B88xyk70L55jlsyU0IVetU6F2YNl2g7fwm6lNMNuyOvOBRlJU3g+cQysdX4R63i4Av1yg25YoCi6hhw4axYMECRo8ejaoW7kWzKEZMEyUjDcI5p06lUJCOJNDdEI4sl5HcBI5sipyQ1BBZmN6pkAQNjXpVvDzS82v88U25+Nkz2XsYvn5mH/VTF3B24yvI8ifhVCXpWn1MQ5aZgMrm5A40ZMCRrJIzaEwLOEgauQT1vX6R5/LLm9FjZt+nkK2HIUJeMpXqBE8jRERlwhPU+eDLyPKWJ6Agu/8bQlkwY0jE7iOQCbf/Cf50JCrxDj9fvODg8ocVjpywGbbNGTDnKROX7i+2zVBxNj9fvOCi712CwyfcS1Ph/YdNqriKNvA0DBO76sd+Qld7uhGgMsJuEno8io5A+XkypG6NHNBdmGNXkuFKKfTAIWpXeHBdTLrywcXEjVlBprt5jlAnGWE3CT0fRYdIOQ79HTkgFMyr5+MpxAyEqgoS1QxCphqNvxen+bCrJmnhOOzSi2PrApTPbiHUZhTeri8iFQ3/X7Nw//AKWvouEvs+W2AhJYRAhILHbZ2CAaRhltmXXmRkoP/4Pfp336J/txolNRc1fxIyLo5Qm7MItz2LcOs2hFu0glzi4kopCRg27N0fRPl2IuYVH+J1NsQ5+F3UuaOQtdoRrtaySG4sgiGJrX53tLbXINJ3Eu77NH5nTVxXL0B9uxfmVTPJDKjlXkBBIVwcfP/990yaNIlQKMTVV19NvXr1chVTnTp1KvZClibl1cXByZnF1asF1avn2I6bl0sB2XII4YteKVFjPQVg6wqqLhwM7ursuWwVWUY8Tb8aiLrvJzI6PYTschdBUbDp34rixqGwaJpCYmBrxH9WNrXaEh69glSvjqqevtFzeeJ0n2O6302zEQrjrgzwaNupuJbdCYpKuE5n0tvdR9VFV4CiRdxm3LOdo14dhIonZGf7fsG+wxH/StUSsgVU8fbMCQlODqWr/Lxe8sM6QaPacEEniUsvP97Fs7FpJvGHf0R574LjiVXPxBjzNakhd54frdyeoUsP4/ztNZTljwAgWw9Fnn0dyvRLIx67XdUw79qc66BEUwWJwe0or7U5nphQD+Omn0kNugr08VRVQaJ5EPXtnphtryF4zt1IBPa1U1G+fwlj7Nd49Rq4M9azN1CL/y2tzrvL4wgE4cKOQR664jANgt8jG3Qjy3Dl2U6jwsnnRXi9EPAjw0aZCSdl7x70r1diW/UV2to1p/TBZMbFEW7fgXD7s9HP7Yps3pwsX8F9pTmVIHbNJCvsIGwe2/2nZmKgkhV2nlZd4jQ/ApPMsAsRF4eoW5cER5hMnyRoFH6yplz7iWrevHnshSdZZkopEULw999/F1/pyoAKIaKAuCQ31K1Luj/n46ti86J9NAD2/BxNMwe/i7fxJfhKcInIroQQm78kfuHVkQ7GXR1c1aIjTW/7O6DXQ9H4eaeiMoooRYksJajvnx9dwsvG7PcsgbZjTrtjKm+c7nP0hl10uUUlwwPLnz5I+3XXowTTWXfOTCbOT+aFwb9Sfd75mMPmkFW1Y8yOSiEEihJ5r0vqm5ddv6ysAKoqME1Z6h7FC0J2mKPIcn/sDJlscC7GlR/n6eAwr2eYpGehfXYj6G5C/V/CJ53Ep/+JMn0g5rVf5Dq7pamChOAO1GndwZcaW45CeDpPtPvR549BbFwIgHnuOLAnoKyYEDmhYXdCV81mnzeZ825X2XMo9nq7DVa+bNCkph/DMGPqeHzG6ZhwCvojM05lsVwnJeqWzdiWL0X/+iu0LZvzP13TCLc5i1Cncwh16ozRvEV01SIuLmJjmZXlL1wZTl4zLQEzVhEXh1GrzmmtTpRrETV37twCZTh48ODTKlBZU2FEVJwD4txkxleNGVkn6ZloC26MdizHC6BgDp2Np3b3EnMpIITACJvoWxaR/MXVMS+dp90dZHR6BHucC6OARpeVUUQlOwOoU8+Do5vBNJCdb4842DyyKfKMLn4Fb8pQfJXAU3k2p/scVU1l2mIH909WcNgiQsppM+n5QC0yPDD9YT9XdvOS5Rcl5pIiPypKO60aZ6D8txl4DkaW8EYtgTXvR5bUALP3o/g73IknmHMGIL86JulZSER0ScymmsQ7ydOusKo7jDK5A6Rui7T5Kz+CrctRsv1Ndb6NQPfHyAzm/w4IIUhS01CnD0DsXxt7sFoKxsglpFGDR9+z8/rc3D+irc+Ahc+EsKv+SB1Ng6wDRyP+nI45wywTnzJSom7aiG35UmwrlqHu3JHv6UaNmoS6diN0bjdCHTrlujwHpyGiSoFKL6L+KZSUiFIO7Efx+5Cna9hwjLg4B6gKWe4kDGfkhXHYwL1pJsr8G4CIQ0vZ62GUt/tElvZscZHlDp+t5HboKWokltnkNpHQLscI/msz6Vr9iP+SAlJRPk6Fwa36cexfjVKnHeb2b5BnXowSykTs+w00B0aVM0lXapSal+fSoDieY1A6efRtlWmLBLoWMdoOBGHEBZJnbjCwKb4ys5+oKO1UUwUJgW2o71+IefV8MlwpOIUX/evHEL6jhC78b562QcVZx0g5tqO+0wvzsrfx1OyGTQmhr3wUcWANxlWzChzyQwhBssOHMqkxBI95cVc0zPG7SQ268YSctB6t4smj2DYd/nzHpIqSSpwMQlYWWRkeKKPldGX7NuxLvsC25AvUXTvzPTfcohXBHj0JndcDo0lTCuK3wxJRxY8lok6iJESU8+VJxD05AbNGTTJeehWz8RmnnWf2y+AJi4ifjmMG4wmaB/3bpxGZ+whf9DJZMp6E4E7U9/pjDJtNpqsZIbNkDJaFgCQtA3XGYMSen04qcM1IGAi1boHtfcr646QoIof9TG5peaFrCmHDjH4MhAC7ruD2bkJ570Lk8LmEa7ZDDWUilvwbvEcxBrxBarBiOJkrKMX1HEPSTpZf46s1kUnOXu0h3hFGF4X0dVPMlHU7zQtNU/EGIzNzLluYcNiI2CI5w2T4lOgsUYLmQYicmyxOpLjq6FCDuO2CzLCdeD2INyBxqCFChkAREpWIQXhBv0pxmi9iA7XswZh087z7CZ5zN4eDVWk0NGcwW5cDqsRJqukeZo9PJYlU3E4NZOkLDHHwAPYvv8D25WK0TRvyPE+qKuGOnQj26E3wvB7IGjUKfS9LRBU/hZ77Pnz4MH/++Sfp6em5Vvayyy4rjnJVKhyffASAcvAAcRMeJmPqu6AXj/+LiMuDdERiElIe2/nS7UEUIY8ZkUsy9AYk3vYHmT5RYgIKIF4PoC59KCqgzHNug9pno3x6PWQdQJ0xmMSxqzjgicMksmSgiTCaCCGlRNdVQqGy9a+SjaoqJHIYQ7eRfswYP17zYiNAhkg65S4mhxrEnbEBI7ER6eGIS4kkNQNVdyLe7Q+eg4i3+6Bd+zmseR/x69uR+9Zuh/vsO/GEKr7X5uJGFwGqOANc2T3Shsuj3VF5QFUVsoJO5q8UzFguUASMulCj/zkSl+LjSFbscl1GuORiRJ6IQw3i3v8tyud3EDdqOelmTeJFGur0y1FaXE6g7RgywgUfQLhVD/bf3zkuoKqcAZoNDq2PbL8XAlv7Rzi3tca3f0ROiXNC1XiTakom7kA6SiCIPRBCqmGQJffO6ZoSs4tN+Hw4Vi5HW7QQ7ecf8/QSLjWN0DmdCfbpR+i8nsjExBIro0XRKHCrMU2Txx57jFmzZmHmY1xniaicBPv1R9uwHgBt0wac097Ed9OtxZO5aaJkpEfc6SuRzvHkTjFsSI54St4tRWbIQVKfJ9D2/YLZqBehbg8RkjquIU6URf/CuOoT1h9IYOIMjSeHbCYo7Ty+oB73XKXTKPEwtqyd+FwN8Rpl62BSVRUSjT2o03qiNOxB4oUvYUoV2y+voax+gfgxX5HpjjgJVVUFT9CGL6gSNsDtlFSzZ+I88B3K9EGIxr1JHPweQkrUT65AuKojh81CvHtBxEHktN7R+8qGPTDOvhFv2BJQ+WGJp7wRQpDmc9LrTiXGkHr1nwpN6sKSF124NU+pL32qqsAtPCgzBoM0Ud/pReKIRYh51yH2/IjY8yP2uh0IVjuXYAEHUqbUIsJJiMgOw5FLkEI5biOV3JQ43cezNzm4+D6FavEGVUUGTn8Gmekh9nlM7r7KxKmHkCXYpJxKEPuRPzGSm+H7aT32hZ9iW7EU4ct9Nih7xilwfn9CPXoj40vGr59F8VDg5bw333yTF154gYEDB9KtWzfuv/9+xo8fj9vt5t133yU+Pp577rmHrl27lnSZS5QSsYnyeEjuex7q1i1AxLlZxv+mYbRuc4oL8yZmWlYIRFISRtXqZe53SQhBFT2TsCmiYs6pBnDZBb/tSuT6/2h8dv8m6s7rDo5EtvVfyp974rnYnIj69VOYg97Cd8ZAvIajzJZJEnQ/tqXjEWvfA47ZliU1Qlk9MXJC3U6Er1lEasDFtoMObpqo8Hvk0VItEX586TD1fxuPsubdyPUNu0PIh9gb2S1pXjoZUS0F8Xaf4zetlkJ4zErSgnlvM6+olNflruKiPNXPwMbt/7Uxd1XuM6VjL5E8fV0AzIJvcYfiqaNb9ePYMg/l0xtzHDM7306o28NkhAsXdNupBnAd/B5Zoy1pMhkpIUlNQ9nzI7463fGZDkyp8ddaD/+dmsWuvSE8XonDBtddYnJVbyO6HFwSS10OJYhjzWyUqRORWxyII3nnHWpzFsELLiTYpx8yObnYynAi1nJe8VNgEXXJJZdQu3Zt3nrrLVJTU+natStvv/02Xbt2xev1MnDgQIYNG8b1119fYoUtDUrKsFz/5UcSL7kAcWwWz6jfgPR3p4OzaNvZT34ZhK4ha9XBsBXNBX9xIpSIj57DaYJQGGpVldg06HePyvDumdzZ9B0SVtwROblaCr5aPXD++Vbk75qtMUYt56i/7EQUHNvlOP86xObFsQdqtMQYsZh0WYUDGS7Ovl4heNL3SNdg01uHqPfzPYjfP4g5Zp5zG7LHA4hl/4fy27TjBzQH5ujlZMa3LHdONhVFICVF7tzKk8goCcpT/bJCLlKuUfPciW+3wbr3DNyat1D5Flcd3XoQx2+TUZY/HE2TLYcQuvgN0oNFm4G2a5KQqURtFYUQ2DSTUFAiMjJQMtORhsQX0Ej3CEIGVI2XOPUwyOMvb7EKjHAY/btvcX86C/HtakQer46skUh40BV4LrgUs17907/vKbBEVPFT4N56165d9OjRI3KRkm2TENlp5nK5uPzyy/nkk09KoIiVg3DHc/DfcHP0b3XXTlyvvVxs+ctQGJGWWqKNpSCEpY3lax10vEHlnJsUut2m0OpaldfnKTwwAh6bHs+s1BGkn/t05ILDG2MEVGSGp+z9JKWF4pFXTgdn7IjQHL2cNLMKIUPn8XdEDgEFEApD34eqIy95OeIEMhubG9HrIcTyEwRUtRTQHBD2o7zTh/jMdehK2duFCSEImA4OZLpZ+YeLv3e78BkuhJL/snCC5iFJPz4I0VSBbnoQZvlyOllZCYZEvq6MAkEoq7BuQoANP2LDp7Hpu39ADWWiqkXruwJhcYKAAmGECR9KQ92zC44exgwEkeEQDtVHzQQv9ap4cWq+GAFVXCj79+Gc8gZJgwcQf989KN/kIqB0oAWYjwwlsGAhmWNvLRUBZVEyFFhEORwOtGMOu1wuF0IIjhw5HiupevXq7N+/v/hLWInw33I74TObRf92zP4Y7Yfv8rmikHi9kThOZYSqCjbt1Rn+mMLRjOPp/iA884Fg4y4Y1hdufKUKR5vfCjVaxlxvXDWLTJLLfEkSIkbkrJ4U4/UdQCy8g3g1E39YY9H3uXf6SXEw94F9iA8ugRPFQ8gHhzcivIeBiA2UvG4VcuyKiJAywxDMQqFsbX6EEHjDLoY+pnPWGIUrJyj0ulOh040qf+50IEXuNlsJuhf9myfRFt1Gkp6FrkWcKoqXW6Id+h1dtWyZShqHTZKckPfxetVBV0v//Tq+c/dyxJ4fI4k1W0f+n7E7YiNlHizyIFAIUKSJkpqKsnc3HD2CGQiWjo8n00T/bjVx995N4uWX4nz7LZTDh3KeVxvoDYwCLqoCQ8bhNct+wGhxehRYRNWpU4ddu3YBoOs6DRo0YNWqVdHjq1evpmrVqsVfwsqEzYZnwuPIE3bmxT35GCI9rViyl4aBOJqKUtyuZAuIN2TngSl5N6nX5sKIC+CD8Uep+sfzOeJtqR8NJEEeKdbZNEURoOgY2NC0ghnXu1Uvtt/+h7LyiUhC9ebIhpFZWPHXx+hf3I0mDGx5bLBc/MQRmv88CrErIpDNs69Dth4G0kS8dyGcdy+y1/9hXPERIVsy4epnYY5ejjliEZ6qHQmYp7dz8+RoAif/fSr8hp0rJyh8/1ds+uF0uOhehXRfziVjhy7RN81H+fE1xN9z0RbdRoJvU8QrdeZexDt9SLCHC+LKxuI0iLMHGTc0b7H68LWSeEdZBJIXCGkgAmlAxAbKGLMSc+CUyOGgBwz/KSN76qqMDHCycxWQoHiwZWTPPB1BBoKlEpJFpKfjmP4+iVcNJv6ef2H75uscu+zMKsmY1w6Hm+vCZUBzIjNRvlTE4nHEa54SL6dFyVJgEdWlSxeWLFkS/XvQoEEsXLiQkSNHMnLkSBYvXsxFF11UIoWsTBhNmsbszFMOH8L9zJPF9tJHXB5klMnHypA5P7wnkp4FKTUyGeCYRsJPT0USa7bG0/6uyL8Pb0R9/wKS7MWzXh8wnfy2zcVNLzoY9aydD5Y58RluVDX/Zh/CDo17gWqL2ECN/JLwFTOQTS8EQKYMIM4eYHjf3J/Zg+8lcrTLcxHnpp1uIdTrSUL9JyHbXhOxfbJXIdDpLtKOuT6Qik5GXAuykjvgP02P2/Gal2QtFe3Y0oimCpK1VBIKaAMjBBzOUPl5/fG01mfAa/fA4omw4FnYslegnuSiwx8SGGdeimw2IJLP33NR3jg7EtZDKMgrZ+AJiEpnNF/eMI0w115gctNAGdMHKArcO9zkki4Rf1GljZSSNDMZY+QSzAv+Q6jbwxz16vibXIZ5+fsY160iQ2+Akc/Mka5KEnybsX37DIk2L4oRJiFrH7aFT+De9zsiVDriSd28CdezT5I06CJcr7yEumd3jnNCnTqT+dRzmIvnozT6DcQeAMxzbkWeGelHxI5VaN+/RJxWFqLWorgosGH5wYMH2bBhA507d8Zms2EYBs888wyffvopiqLQv39/HnzwQez2sjdsPh1KJeyLYRD/r1vQf/sletxz/0MELru8wPnlZyCo2G0YdephnsJ+pbjxGa58vQMD/PWeJDG0ndpze4AziZ39F+OIc1Ftw2SU5Q9hDvkQb/3z8Rn20zJmDUonN05UWfxDrJqslggrXjapGe/N12mmTTWIz1qPjK9LmlkF05Qk6Zmoh9fhTW6Hz7CTFXLT9RaFQ2mx1woBK18K0rX+bkKKK7pLMVH3oBle0kUNwsc8khenUXK85sX23XMoa9/DGLsKj6MBbv9O1GndMc+6llDX+0+5+0lVFRb+6GT0MxGhecOl0P8cePI9WLMpcs55bWHSvyT1kv0IGWvrlFvcRjnkA4xmg0jNqpwKqjwZlmcTlja8QZ2fNoAqoENzcOkhVIr2wS42w3ItgNMmSA3YMQyJogiq6BmETZX0UN5tU1UVkkI7UaYPhJDAbHgJtBmNWP4EYt1ssLkxh84iQ62Vrwue/MjX6Now0L/5GscnM9B/+TnnccBMSCQwYCCBy4Zg1o/YOGkKuH1bUWePxDznVkLNrkAIA33VM4h9v2AM+ZBMkVzsQbHzwjIsL34sj+UnUVqx85QD+0kYORwlM2I8JO120t/5ELNR4wLll+/LIASiShWM5Gqla1+k6Dz+ft5xqs5qCgueiSzpVGcXUrVxKFwDpxbEKTzYg4fw6jXxGREhXtSOW9NUZn3j5OaJuZej3Zkw/8lIvKz80DVBJObo8d/QpisEQ5FOWlUV0nxOnnxP8NGyiJF5l1bw3M0mTWqHsCmhU3o8L66Pk6YpJPq3oLzRLjIad1XFHPA6yme3gvcICIF5yxrSHU3y9bOkKIIfN7kYcL9Ch2Ywfhhc/XjOAb5Nh+/fMKmXfFyM5hVYVrYYjLz0DY74C7d9vaJQHkVUNpFZV3naYYSKo44uNYBzxyKUL+7FGLuSLFsD4szDqB9ciJkygGDncWTmIvKFAAVJgu8A6mf3IrZ8Df4M0F0QyAQiAZTD/Z4l8zQch+bap3qysC/4FMcnM1D37sn1unCLVviHXEGw7wXgyLnDUFMgTskiKLWoD7w4zYsqw2TKxFITUGCJqJLAElEnUZoBiPUVy4h/8L7o3+Ezm5Hx1jtgO3Xw2VO9DGXl8sATdtPzXwq7T7KrdNph5csmjWv4MAwz123zmqbEfOCL2nH7wg7636uzcVfe56x73yTZmbs9gstm4AupUeGgqxIhDYJmzqU2IcBExx/WkYAqTFx6oMAfreL8ADvVAK59q1BmDjkp4rrAvGoW3jo9CxTY2Gu4aDta5eU74dkPyfN37NdR8s79ITQRQFOJhBfKFlBCgapN4fBGICKkwhe/dsyLfuWiPIuo4uK0g0irgiTlKMqLjUGa4K6OOXQ2yoKb4NDfAJijviSzWreos00hQMiImwKRkY4Mh0gQmaiL70Ls/TWat6zXhfAF/zktAQWxfaqyby/2T2Zg/3QeiidnPyE1jWDf8/FfORSj1an9/QkhcooDIUpl+fFELBFV/BTYJurDDz9k9OjReR4fO3YsM2bMKI4y/WMI9e6Lf+Bl0b+1TRtwTn61WPKWoTDi6JFSNzJPsHtZ9arJI6NMGtaCWskRB3+/TTVpUN0fjZtnmjLHy1Jcnqglgn1H8j8nKw8ToUTdg3PN6yRpmQhxzA7Du4n41F+wqzm36UsJQoZwql5cqhe74i+z4ME+w46/Xm/MHg/FpJvdH8Rfv2+BBBSASwvwwSMmdavnLaAAlv4sCIQjS8ZCmohAOoS8IBTMq+djjP0maiNF5l5EGe86tCg7DEPiNd2YV86MiAfPIZRpPY4LqF4TCFZtSzBkRGaeTAMlLQ119044chgZCIBhYqLkcDsiXdWQBf+U5Yv460/cjzxA4hWDcH70YQ4BZVZJxnfdjaTN/QzPo08WSEBBHj7WrPmLSkGBrVjnzJlD69at8zzeqFEjZs+ezbBhw4qlYP8UvHeNR1/zG+rOHQA4P/qQcKcuhLqee9p5S58vJq5eaWAYEqfq4V+XaYy5KGJ87LKFEbJkQyuciKqYtGpMnkbuQkCVXCIpJOoe9C/uQvw5E7F5CUlXfISSuQfl7Z4QDhA3YhEkdyjy7jlNFTiEl6zw8W3NaigDUy+esA6aKrAH9qP8NDkmXfl5MvazRhDQ6kVtsfJFGpzTLMDRLAeccr9UhJCpkBnfivhRy8CfiqfGufj9OkkDpqDVeBnZ5V+kBct3+AohBFXsPnwhJSo4nWoQp26SGnCWC9cbFRmfYUPU74vzgudRvhgfTZdtryHU6V9kBe2ooQAiMwOyspBGOGapK07zoX/zLGLL0kiCACQoGz9D0xzEdbkr5t0qMKaJ/t23aDM+RPn5p1xPCZ+Zgn/o1QTP71+glQKLfw4Flu87duwgJSUlz+NNmzZlx44dxVKofxROJ1mPP4XUjutZ9xP/hziUi5+RwmKaiLQ0lFDxO5U75a2NMC7Nh0vzgRlCyshynd2uYbOVrMG7Sw8yYUzeim1gN4lTz/03kVrEJkNs/wrt3T4RARX0RJanNDuygKLiZDRVkBDejf2nl0g4tq05XvOifP9ftNSN0d10RUVVBQnGXtSp3cF7GIRAth4aUYzeI6hTz4scL+B9FBkmzmHQtG7e5/RuL7Fpx3d6BQ2FzITWeKp3xW9EhGZaKA6z+wOEHTXK9cBbCBEJF/J+f1x7lkXEkxrEtWcZyvv9SVLTCu0qojhI0Lwk6Z7oTjtNFVR1G9hymRUt7yiKwGFmovw69XiiakMcWIuWvg/b4f2IvXuQaWnIUCjGx5OqKmi+w4jNnwMRGyjzhu+RdTpG8t4wDy2YfsqdtzGEQ9gWLiBhxFDix9+Vq4AKdutOxquTyXh3OsFLLq0YAkqI3P+zKBEK3OLC4TDBYN47O4LBIIFAoFgK9U/DaNYC3y23R/9WUlOJm/AQhE+/o5ShUGRZrwzfIUVR8RkuFvzg5J43HLwy30Ga302YkumQDEPSumGYl+80STpp8mN4X8l/75DY1JxtOT3kJtz3acx2YyIJh/6OCCjVhjlqCZmJbXO1izoVEYGzD3Vqd5RVz6B/8wTJbgPbd88hvnocMbU7iaFdhfsAnIRpSqTmQiY2iNpABS96HfOqWRFBldgQqbkLZcQaZw/w8p25i1Fdg4m3Suwn/Y5BQ8Fvxj5XQy3/BuWJNh/q/LGIfb+hfDIM164luHYtQflkGGLfb6jzx5JoK+UYjpoX/btn0eaOJFHLRNcUEkK7UF5tSXzq2golpIQQJCmpqB9cGHmvNDu0uAzcDeGID3XKINypmxCGkesyl2GYeO11MC+dgmzUg3C/Z0kP2DAufBFZvyvmZdPwaNWj5gL54vNhnzmdxCsGEffko2jbtsYcljYb/kGXkzZjNlkTXyLcoVP5ECFCgKogNBWhawibjnA6EfHxiMRERJUqkFwVqlaL/S+56vH/kpIgMTFyfkICwuVC2O2RvHQNoakRfxjlob4VhAIbll922WVUq1aNt956K9fj119/PQcOHGDBggXFWsDSpjQNy0+6MXH33o1t9TfRJN/o62J8Sp1IYQwEhary/+ydd3wU1frGv+fMzPaShN6LqFiwXXtBxd6xIqA0e+/lXvXaru3qz3btCGJBVERQsICoCNh7AwWkSO+b7btTzu+PCRtCEkgggYB5Ph8+wMzslN2Zc5553+d9XtW0KU44stmjAVJK/lrp54hrJKXrfK1PXKPoeVAevZqy600Rs0opiIqVOMJg1LctWFkq6HVQKU08MbJaFJ/Mk7NlpfC/R4Nw4hfk8weVL2yyPfagKazOBzbq+xMCirQ42sgzEPO/dBdG2kDcrfZRrfbC7v02MTu6Sb9PIZqycjrpkj3J2F5XbL7qB5wmO5ftv3YHsPAwbZ7BNU9IfpvjLttvZ3jsSocOTXMINjyRbw3Ca00TRK2FrjA+tU4UONgMe9AUSvU2Verd6uP6vB5BaO5Y5Jt9AFCdj0Qd/QDypaPdakvdi3PdfFZlN0+acVOv0X0GSl3H8sRCnH9ci93uOLTZU5DjLgF/U+zTXyEhm63fekTaeDWThFlWBScgbOTIWjqms/4Itygtxfvm6/jeeA0ZrzwOq2gU5+zexE8+vd4aANcKQiCkACkRHg+O1w8+L2i6m7nQNPcFSQHraF+VqpoHRSLu7xiPZ1iTqhei7AOOgzBNsEzImwjLhFyurE+QgjU61o20kNjg5W6lwvIak6jBgwfz8MMPc9FFF3HppZfiKQtrmqbJ008/zdNPP83VV1/NRRddVG8nuzmwxUgUIEpjRPr1QVu2FAAlBIlH/oe13wGVtq1tlYX0erBbtcHRNs3MsbbI2AH2u1hj2eqq1/8wxKF1UapK8rCxA7eUgiKWow07HBVqCT0HI5b/gSr9CzH+BlSf0YiZ43GKO5Pb5dwCkXJF5DOQQw91BdJrQXU8DPv04cSs8KYRqTdORyz4qny/rfZEnTOWVfnaE5yqjyMwNMhba9ky6G7T1Y3dv65LkjkPWVNDCvAZNv4tVIFYn9A0QdRejPbkrmCXEXvNg33Zr5Rqraq93vq6vqiewph4PeLn4RVXCIHTaxTpVt1rXCywyedSB9copSSaX4r8bTxmyT9I5XW80sS/4jtUSRcSsvlGezytD2LFcnwjhuMbMwqRrlxRYrdsRbbPORi9zoJAYMtWrmmSsJFFeAwSRlOUz4fu1wkFBKmcIGtt2vhd09/RJWCinGBZFsKywLYQmQxk0mBZqJpE/mqIrZVE1fgXGTBgAJMnT+aZZ55hxIgRdO7cGSEEf/75J6Wlpey9994MHDiw3k707wAVLSJ1932EL70AYdsIpQjdeRulL45ANWu2Sft28iZy1Upo0XKz+ZJIKZj1l6iWQAE8Pkpw//lGnTYD9csc4oeXIDYPEZsHo8+DdgcgvnQbPosProc+Y5BPdMO70ylktCC27RDxK+TzJ7sESvPg9HkHfnkd+eMLiLmT0L55ksC+15PK134gUwpsoSObd6tAomi+M0hvnUUTlFLk1wkOrU2oNgaW5eDTsvjWetHfUk1s6xMecoglP5QTKAA7j1jyA542JWTqKf1cHUqtIEVHP4yeWISY80lhuXPyc65dhbVp7YE2F4QQyFwWURojkUnjKdqXXN6d1HKOgWq6DxZGnRMouXgRvpeH4X13LKIKKYq1XRey5/Ynf8RRoBsYgcoeT/UOIRDSTdERCBAMOuhTHwInRfiEJ8k4PoKrvkc+dQLBs0dD030KesP6xJroVmFY0nT3DyCCIdd6IpNGpFKQTqNsu94iVA0dNZ4NDMNg6NChDBs2jHHjxjF9ulua2rFjRy688EL69euHYWwdD3VDhrXb7mQuvpzAk48B5fqoxONPgb4JbyFKQSqFSCYgsHm8eqQUzKzcEaECZswX5CyBZxMqlIXUSZkebBt0qdB1DW3PizBSy5BfPwULv3H/ABR3hp5D4JUTcc5+i5QoLugo4hlJ+Jz30V48Eufst0hGu+E7Ynd0QCQXYe1z+UYRKHBF5MbnDyC/r5gOFz8NB2+EyMH/LjibN2LzoyAiH1lWXewrcv/OxlyN1JmvQZua20TUBXRNILMrEUt/rrBc/PI63i4nkBVGAxfrgzBNZGkMUkmU6bL73DrFGXlHgzq0v5Dz/8L/4gt4PnjX1VitA7Pb7mT7D8Q88OAto/0RAqFpoBuoQADl9+P4fPg8oE9/CfGbG3nU0isJ7ncFclRfsE3kyLMJXjuH7JbrMQ+4U4lCgD+ICIQQjo1Ip1xClc2grKp1bdsqGs0218GWTOetdRKEbrgaz+efFRZlzulP5rIrC//fWNM04fXitG6zWVrCSCn4aW6Aix6S3D8gxqBHikiWRVnv6x/jp3k+AgEv912QQ9mVI1EbCj1LKUhbAR5+QzDkXUEqA+1bwL/OUZywv0WLYBLt+f0Lho8AXPQVvHMxTrezyex2Iel8xe/B0CDit0lkIG+766JGCoHaaKNIXZdE83ORT+0Ojo1qtReq7zuI18s0UkLgXPQtpYEd68wrqyFha0jnhbUUnm8eQU79b0EDBRQ0Us7BN5Lf5xoSdmWiWx/Xp2nCLTYYekjBcZ5mO8My17dDdT4S69SXNpt5aW2uUQgQtu2Sp0R8s02qcs5s/MOG4Jk4AVFFVCS/3wFk+w/C2mPPKslTvRtRSumSp3AYFQyhfD6UUhW+mqieQv/0NuR362iPPSGcQZOJ+7fDtDee+NXnsyiEQJh5l1DFEygzX6vo1NaazmskUeugQZAoQMRWE+nft6CPAkjc+1/Mw48ANuGBFwIRiWA3a7FZBKl5FUCVLqDlj3fyS5f7OOyfLbinX4xzmr+M2aQb6eb7EfRaG6WJyjoBTrhJKwie18Y1ZzrcetS3FL2yX8UVbfeFo+6D967G7j2GGM3L05vSIJU3yOYFXkMR9JhIzDoZ/31anuCyLxCT7sLu9RZxVURElqKNPAsOvI5Uq+6FdjfrIqKnMJVeWK9rgpCeIW76N2vLiI3F1kCioKz34I/PoXY5i1Ld9XaIWgsRv71Bfo8Lq2xJAvVzfbqmiGZmlenzUji9RuF0OATtvasQv7zqFiP0eYeYtXmKRWpyjQWH8dJSRKIUlTc3T0PgP2fhe+F5PB9PRFRxvPyhhyPP74uz404ky9queKWJ3ytI5IxC0+N6IVFl6ToMDyocdv9Iud6vpdiXQ3/1RFgr7e/0n0iiyb6VUvUbODS28pA2dbJ5gd+raBIBr6Hq9Vms5DRvmjUiU40kahtBQyFRANpvvxC5+HxX0AeoQIDSIS/hdOy03gc+qGURQhUE01IKIl6LZE7DckDoGqpFS2xf/ZaeCyEo1mOud1FsLmaHI1l13Bt4p71E0eSrQTNwBnxMPLJblW9X6xu4dV0y4Xs/fe6qOg8oBMx8+i86vbYdRNtBy91g+tvuyrb7wrEPw8g+2AMnUSqakbH83DdcMux9QSbn9obrc6TijoEKv5auE8LpKzNujJUZNwoBJf4cjvCwOlX1Qx4x0hhT7oZ2B5Bufwy25ieUmYc27iKs00cQV8U1K+vegthaSBRAUM+SVf6CiFzTBD6RIWVVr5epr+szNEUkMwtK55NqeTBZ2+NGKn54Fmev84lZdVOMUBNsMCosQCTiiILHU/3fk9qsmfiHDsbzyUeV1ikp3bYsA84juH0LtHEXo9ruh7XHBZhKw7/sK+Qnd2CfMZyk1hLbUXVHoqREaBI8XpQ/AD6fG3Viw5zSo1mEV/+IfPkYWCs6rzocgn3GazUubJFSkDQD3Pi0YPQUgW2DzwP9j1Xc1h8MkvXObyuRqXx+vV/A1kqi6sYrvxH1AnuXbqSvuaHwf5FOE/7nDVBFL6c1CGpZjJ9fwJh6PyE9gyYFYXsp8rXTCOXmoUtQlo1YuRJZzxbiSilsdFT7g8ATxJg3kRYvd3UJlO6DaAdUuC22qv1tmLN0hr5X/eeUgqnTA7Dd0XDGK9CtN2pvt3JU7doL/vwQFWqBkh4ylpe+d0ueHuMSKIC8CcPeF/S8RZCx60ZwmrU9rM76CoOEUmAZRTh61WQ2pGcxvn0C+fWTyFHn4P9rAt7UfLShB8O8qeivnoBfZrHU5u2PuC0jZfkqVOHZtlovgapPmLYg7utSIFDgis2ze125WQnU+iClQMumkYsWworlbnuWeiZQ2qyZhP51I9Fzz65EoJSmkTv+REpHvEnqrnvx79ge7atHEcunI38Yhv7Ds/gXTUG+fxVkVqO9ezkhTx0UtWgSYRiISARatMBp086VTRQVYXt9OKoGBEpahGM/lRMoTwjV8VAAxLwpaG+eTZGeqNHppC0/x14veXOSKBSBZPPw7DuCvndDto7GtPVBKXAQONEoTpu2UFyCMDZvdfjmwLZ3RdsYcqeejj7tV7zvuv5b2tw5hO65Ex57rFJe32OAMW9SIZ9uAPp+lyLf7AuZ1chR5xIa8BGxnIHK5ZCrV6GaNKvXwbjUDFJ81INoxzyAeL0X/PUZBJpA37E4kbbE7OKNSkkpteEKMdMowj55MOAgsgnsQ/+Ntltv7OId0BZ8hrPnBZQ6URYs15jyc9VvKj/OFPwxX7JnJ7HZU2cZFcCz+7nw3fOQXII2qi+a1MCxQUhW7HMPdz7np2N7nT5HqGr9thqx9cJ0BOY6VYEpU2ddX6DNDSEEMptBlMbKq7PqGdqfs/APea7qyJOmkT/uRDL9B+K0bVdYnrQ8RPa7Bm35H4jl05A/vlT+IX8x9glPkMwbbNT3KYRbVecPoAIBnEAQJbXy8bSW44UjdJS/GHQ/aF6cQZ9ih9uhffRP1+U92t7tHbgBaJrku99FtX0vP/1RsHS1RoemVTRFrgcoBUpIREkTZCiEWL1qs90zmwONJKqhQwhS19+MNmMG+sw/APB88hHWi8NwBlS0lMib4G1/CKLdAYj5XyBmjEPMGFe2H3CO+I8baVljzpZIIAOBekvrCQEezUYs/AoxZiB2/4mw9DdUuwPQRvWGFrsTPPw+UgRqTVD8Hpuzj3D45IfqB5WDdpfE7AgAetMDyJsCo3hvTNPB2/YY8hYYhmTU5PWHeod/KNjnUo18bQQJdQDbdijV2hAd9Cna4P0hs9olUMDy49/irkk9eOrdAFLCqd0NwkYjiWpE/UIIgcznELHV7kRYB10VNgQ5Z7ZLnqrQPClNI3fiyWT7DcRpXUWPIqWIOyGipwxGe/VkV6RfBufMESRl84ImqsYQIHQdQmGcSBRleMrJyCaQEsuGuLczkfMmIxybuL8LZk4QPew/6O0PxNrueErNGlTwCo0RE9dPtt79Eq7sKTHNzUdklFLYhgfZoiUimUCsXr3ZUr/1iRrlUWzbZtGiRcRisXo+nUZUCZ+P5P0P4oQjhUXaIw8jpk6ptGnCCmIf/aDrP7QWnB73kGlxADlVbkOhLKve0npSCrJOEEOZaCN7QTaGNqwHdrgd8s3eiEXfIX8YivPnJBI5L0rUrlrQNG2O2VfRrnnV68/uoQj73AamjqPIl2muTNO91txamld9A4feki1zBArhWOBUnKxkPk5xyB0AHQc+/MbViTWiEfWGfB5t+VLE4oWoeLzeCZT8ax7B228h2vcsvB99WIFAKU0je8qplI4cQ/rmW6smUGXwijxi0XeQWVlxxS+v4Re107EJQ0dEoqjWbbGbNMPRjTqN5lg2xD2dKfV1KehES60gqS5n1oxA4b68Gvr6z8mzBcMnjgI7GHYjhk2aIL2erbrNTI1GXcuyOPLII3nzzTfr+3waUQ2c1m1I3XkPquxmE46DfuMNyHlzK2wnpUDkE5BYXGG5mP8Fhqg86KlcDrlqZZ03V01bfo68RnL5UyGWn/QuSB1ycTwv90Au/g6A5J5X8+GqI9hlgMGSUl+txX9BI8PHjzmcfJBClt3J4QDcfI7iv5faGGLDvRxN0+bMwyoOOMF1GsEPOE5hWfX3xiYE5B0vOceLppUzOl0TRPLzkEMOhlyibHR0T67Jh/24arex3NLL1UisjLNFGuTWBJpd0SXa0Bx8srHP5tYCiYKVK2HBApc8mfVMnhYuIHj37UR7n4F3wgeVydNJp1D6xmiXPLVqvd59eYSJf9nXyPevdCPw/iIo7uge54dh6D8OJqjVwLZB1xCRCKpVG+xmLbDrmDytDcsBy6n4LGdrEWR2bIvzjl//uZ10EJs1ClUVXL1UEXabdlBcstUSqRqRKK/XS3FxMX6/f8MbN6LeYB5wIJlLryj8XyQShG+8FpFwJ1IpXBG59mYfN/UjgIg7yIgZ4zA+u5/QugOGUpBMINN1V5Go65IpP7tGm8M+9HP/1IMxTxpSYRu7y/F83+bfnHFfE7I5+OezgrxTOyND21ZEPGmeuibPjOE2v73o8ONQm2tOz+KhZm+YUT3JLs2X0auHO+icfkiOBcNjnH2YO8l3313RqaVTL3ooKQUr4hqvTNA4+y4PZ97uYdgEHxk7iKZJvCKD+GNs2W8pWXHiOyzp8wuEWgJQ9Ov/6NPDPc/D9qBBVulFjRRy6v0YmaVlLWkU4dQMgosm4dcaiVRDhhSgpRLIBfNh1Sq3IXo9amjk0iUE7r+HaK/T8L43roLXk9I0ciecTOnrb5H+17/XG3mqBFE2zfmLsc94FevUl1DNdl5rXfWTt9A0RCiEatEKu3lL7LVTdw0UjqPYvq3DIbtVfZ7nHqMoDjaM5tVKgSMkTkkJTrPmbGmt38agxhYH//znP1mxYgWDBw+u73PaomhIFgdVQimCd96Gd/z7hUX5/Q4g+dCjGB6NYOJ35JgB4Fg4xz6CansAcvy1iL8+RzXtin3yc1U6Y9elCaeDhwEPeJnwDTQvht+fWUxk9EluSH0NvBGWnDaFs5/ahSm/aAgBf46wCejlUYtNLR0P6ylspZEuq0TRNUFYz1Ba5q9UZCTR3zkfHAuz50uM/znKAcXf0fTt41hx0lg+XrYvB+3uwSvT9TJ3ZOwgx1wvKwlAW5bApMcdiv1pQloKz3dPotrsy78m9uD97wK8/89ZtPz6Ombs+QyH3NyK1k3hvQcsvLJhWQhEjRTGB1cifhuJark7Tt93IbEI7YXDwMrgnPkaqdY9yDpbd3Xh1mThUBNIKRDpNCIWcx2obbtejSjFyhX4X3oB7+hRbgPctaCEIH/McWQGXYDTrv1G7d8rTfwrf0AVdXDtDBREZBJt9gTy2x1XqL5c+xqFpoHXiyoqQgVDW4Uf29oQAnJOgOffFTzxlmRVHNo0g5v6KM48TCHs6iu8t2Y0aJ+oVatWMWjQIHbccUcGDRpEx44d8Xq37sGvKjR4EgWQzVJ0xUXIX38tLMr07kvmymsxpE0w/jtkVpFpvj85ZRDWU+jfPYe91wXEnXDVb5NCIMJhnDrorecIDwPu9/LFbzDzucU0GXcScg2Ban+QayLnWAUiddpju/DNDI1Zr9YdiQrraTxfPADNdiK7XU9y+IlYC9DePg/79BHk9CL8vzyP+OA6ANR2R6P2vwL5+hlg5cBXhHPtHFYm68nZXRrc/bKXJ0dX/XAfs59iyA0mOjlCWhpbeJi3OsqZt0t0DR6/cBVn3FvCLp3gpX85hDzpBjfQh/U0nq8fQU59wF0QbQ/p5WBm3N6E/SeSiHYrOMNvrdhWSFSh4i5eCumU6zRehvogUaK0FN/wF/G98RoiVzkqmTviKDLnX4TTsdMmH8sjLCxhlD8jQuDTbLJWeTImFPKBppGyBCoaQQWCtS2wa3CQmk4y78FxQJOKliUCqF+zzS2JBk2iunbtihCizCSw6hMSQjBt2rQ6PcHNja2CRAGhVClG716I5csLy5L/vI38yT0xpI1QDvm1ROQB3SRte9ZvdqZpqGbNcEI1M3SrDrouGf+dn0selsx/cQm+Mb3Q/5pMaq+r+b3zv2lvfUezd44DX5TFp07l+P/uSLvm8Ox1+Qpl+hs7OQX1PL6fnkF+dCvgNmyl46HI5w90q3OadcUeNBXbMjEmXIv4ZUTFHRgB7IGfkAh23aQWC+tD2gqw6wCNdDVzkhAwY7hD2FP+xqhpklTeS2lasiIGrZpCyGvj1XINNsUQ1tN4v3kEMeWB8oXbEIGCrZ9E1aTirk5JVCqF77Xh+Ea8gqzC8y7f/VAyF1yC3WX7TT9WDSF0nWDTIohGSThag3shqSts7ffqhrAlSFSNNfo9e/ZssMLVvyVatMB67HH0Af0LHcqD/70Xp2UrzH33AypOTmlrw14oyrZd7yivD6VvfDNpy3I4qJvisD3hxaktOWTf19m+61usateL/QcW0++Ig3ig5weY/jac/H878sd8wcu3OnikWSfVrlnlxbtrb/jmGYgvQL5zIRT8lQTOEfeSySsydpDi4x5DXzUTFn5b+LzT522SoZ2oT/2sraiWQIHLdXMmhNeSidm2g0/L4AtDy0g5H26g/AmArPLj3elUWJtEBZuhSrbDbAB+R39nCAHCstwed8nERgvGQ7o7Ya3pkKBLCPkUiayggkwvm8X31kh8L72ArOJlMr/fAWQuuBh7l1036jw2BkLXIRBARaKu9gBwtlGC0Yj6QWPbl3Ww1USiyt4M86NGE7rj1sJyJxgk8dwL2J232+h9i2AIp2VLnGoEl5qmkcq7/DvotbCrqFyTUpBXAd6aLLj1ecGFx+fI2F4O2Q3ufRl2aJ1j1hIP0aDg4csVbYozoCruZ1PemjRNEHWWuQ2IU+XROues10m36UHG9uLRbMLxX5EvHumm8Mqgtjsaq+ewem3umrH9HHGNzuxFVa+PBOGHITZBPV31BpsBHkOSN8tnQV2WVdTU8C3dFZH/4WqgzIrXoVrsht13HDG7uMFG0WqKrfHtXlK7HnfVRaJCegZjyj0oI4C1/zXkHD/B7Bzk2EuwT36epLctdt7EO24s/qGDkcuXVdq3uceeZC68FGvPveruAteHNT5PgSAqEsXxul0EtsbfsbbY1q+xQUei6gOpVIpHHnmEDz74gHg8TpcuXbjssss44ogj1vu5kSNHMmrUKObOnUsymaRJkyb84x//4NJLL6VLly6b6ewbBvLHHEd6wXwCzz8LgEylCF13FfEhL6JKmmzUPlXGFZWK4pIKE5ymCZL5AG9+BMMnuk00z+6hc/YREPJkKlSHOY5CJ8VR+4S48jF4aKSrn5vyE1x6KnRs6UUICPoUnVtkyeXqttxWADj5Cv2nAEivQqIw1iVQRgBa7AoLvkb8OQF9zACK6pFIhb15bh8g6X9v1QWyV53hEPLkqefOPNUiaqTQl3xDrsW+JK0AhgaRzCyUN0Kp1qJCa5TqEPHZyBfOcgmU5sE59wOYNR459QHE0p/Rvvg/ggfdRjJfu6rMRmw8pMA1OozFUPk8ahNCvz7dRp82EjHzfQTuZKLvfDpyzCCwsmij+xNucT3qiWfRFlS2z7a67kTmoksx9ztgs5W3C6OMPEWLcDxed3zbykl8I7Ysah2J+vLLL5k4cSLz57sPRbt27TjyyCPZf//9a33wgQMHMm3aNK6//nratm3L6NGjGTt2LM888wyHHnpotZ977rnnyGaz7LzzzkQiERYsWMDgwYNZsmQJY8aMoUOHDrU+lzXY2iJRyWTWrdi7+3a8779bWG/ttAvxp54F38bZUghDRzVvUXAzFwIS+SCHXyWZv87LZMsSmPw/h6ivcqNeU3m5dajBi+9XHiQ7toRJj9v4ZNXRlo19a9I14YrIhxzsaqCEcElS3tVfOCcPJt/lZDyp+cgXDgWlsAd+ghPthP7BVYhfRqB2ORPr2MeqJVEhI0fa9hWiMoamMMgVKgFrAlP5GPyuzj0vl/e3EgIGHqe4Y6CNp5ZGgHWFqJHC+PAGxM+v4BxxL+ZeF2Ik/kIO7Q6+Irdps9wwkdKkIGovRHvpKNQZrxKP7IpX5PB8/Qhiyc9Ypwyp12jf5sLW8HYvhEDmsm7LjUym1i03qoxECYhoKbQPrkUsKk+Ho4D5Gmp6G8Tsvyrty+rUmcyFl2AeevjmI09r0nbRokLkaV1sDb/jpmJbv8YGLSx3HIebbrqJcePGoZRClrkbOo6DEIKTTjqJBx54oMa6qU8//ZQLL7yQJ554gqOOOgpwbeH79OlDLBbj/fff38AeKuLPP//k+OOP54orruDyyy+v1WfXxpYkUVJKspZB1tSwHfB7HIIeE7uKAa/SoGaahK++DOP7chuB/KGHk7znAdA2TrwrvD6c1q1xpIYjPFz/jIdXP6z69+15iOLJq/JoVfRvM/Ez5D3Jo29IYkn3dE49RHH/RYqIt/qqso194ANaDv/vr7pNRoXA6TUK1WpPtCGHQHwBqvU/cM55n4TpJZKeiVJ2QUQeNVIY09/E2un0aif4IiOJ/tn9OPtfTYxmaMIhnPodseBrsl3PImXVnLga3gClacm3vytMG/beEQIeE0NsmRYuQkCxHkd7sQesmAGA2uVMxMz3IZ8EzcDp9yHxoj0w7Rr08ZKC4oCFJbzEEq7mJqyn0YSzTRAoaNgTkxAgbBsZW71puqfqhOUCInoGfXQ/WDUbFgFfAUsq78Nu3YbM+ReRP/rYjR6TagUpXKuCddJ21aEh/451hW39Ght0Om/o0KGMHTuWY489losvvpjttnM1N3/++SfPPfccY8eOpWvXrgwaNKhG+/vwww8Jh8MVUndCCE499VRuu+02Zs2aVavUXHGxKwo0jI0XRG9RCI35K73c8YLktznuoubFkmt7aRywcw0mVcMgee+DRC4ciPbXPAA8n35C4P8eIH3DPzfqjc9nxfEkIN6kA6VZnZGfVL+Pdz4TPHSpTqiK/m0GGS49Saff0R6yeYHHUAQMC03k66VtUtr2Inc6G6+VhSbbk251CHl8RAdOQo6/Dvv4J4nl/CiliPu3B6HKWyyYQfw79SNjVn2tUSOF/v6ViGlvov3+DkUDP4HUsjLdTwYfoHY8i7RdMyIV8CkCPpvDd3Mnp5qkyYSAgGEVdGkAPpnHRsd0Nq31i1IQs6MUnTsB7eWjYcUMxG8j3ZWagXPuBySKdqsRgQKwHYWprSFL7gSesOqnV2MjKsLVPcWR8RhODXRPGwNdgEwtgT8XwGdAFU1vnSZNyAw8n9zJp8JmGJ+FpoFhoMJhnGAItcZdvDFt14h6QI1H3NGjR3PQQQfx6KOP0rVrVwzDwDAMunbtysMPP8yBBx7IqFGjanzgmTNn0qVLl0JEaw123HFHAGbMmLHBfdi2TT6fZ/bs2dx66600bdqUnj171vgcGgyEYFXKS9+7ywkUwLLVcPMzgk9/MpByw3xXRaMk/u8xnKKiwjLf6FH4htbeINUvc3j/HIs2ojeR0r9QjlhvtZrjgGlVT7Ic2yKgp2kWzqJJxeqUwcpUkKztr5eeb0nLT3aX/qRaHkLG9mLbilLZAvPE54jZ0cIbqemISoSgOgIFYDkS1bG7+5/YXLTn9kUbeqjrfaR7odUeWNRe42PbqsYEqkiL4//6IYp0N2Lq0/IEl31OODUdQ9t0Vuo4ipTWBOeo/1ZYrjofidVsd/J2Y9/yhgwpBVo2jVy8CFauwMnl64dASUVo1ufI88+C1/KVCJTyG1iXX0zszbfJnX6WS6CEwKdXvEc90qo0D9QaQiB03W3N0rIlTtt2ONEiHE3f6gsXGtGwUePRcP78+fTp06fa9T169OCBBx6odv26iMVidOzYsdLyaDRaWL8hHHjggYXtOnbsyEsvvUSLFi1qfA5VQYjykGCdI+OFKjQzmbzg8VGCvFnFZ4CH3xB0391LSbj859LLuuauCbMX0HV77KefQQwaiMi4Ic3A88/iad2S0hPOJm+JMkG3g9eoenARAvRVcxCT7wVAG9Gf4Nlj2bF9C/6oLHEA3OrggE+s97tLpCXjvxXc/aLg9RuWsiohuer5Zjx+tcbe26XxayaW9BeaEa+5xo3/PfzoQEVLWB+RTfp5/ajd+qIA8d6V5ZV/mgc14CPsFnvhlwY1PURtr1HPLke8ehpi4dfoy6fT9JTBMP9zxIieoHuJDvwEq/nuKLHxREfgoK/4DTHqnIrLZ76P8cNzlPzjQmxPtMb72/TfsWGjttdn5FeBbaLKXoyEY4GmY+kRdPJYGCi5kWL7XNbtc5fJgHQg4O5Hs5JIHEy9vIm5YZbiILGN8AZ3W2m8WboU4+nHYcw7sE67IeXRELvacPI+yJPOJeQpKj9mbgX8+SHe7U/ENsJIO4M2/0totiNWuB1KgXSyaDhY0odup7CVRDp5QKKERGJjGmX7FAJDpXHCYeySVuD1oZkJJLnybWqIbf0+hW3/Gqu6vvqW3dWY/vv9flasWFHt+uXLl9e6t9769FM10Va9+OKLvP766zz00EOEw2H69evHzJkza3UOmxVCVvmLZvOSST9Uf72xBCRqUemudu2G9cijKL18ItX+czdDr/2Yw68SHHmt4O4XJUtXV61LUAqcUFvUAVe7C+Z/Q9P3L+HuXssxqpmb/3WOoll0fVEQwYRvBZc+LHjt+iXs9GUv9p13DU9evJyvf85iLPoC8XAn9JXTkGrLNsbcEBw9AO3WKaTwhiHaDiXrOV0hJISau/+cPhox5GDEqz1BOaD73PMQm6Y30c1SxJDuBQ2U6jkEmu7gHnPiv5CzP2zwv1FDhZGYg3j+YMisQLx9AWLMeZBejvjkLvSl3yP+rwP60h8RTi01cZYFy5bBwoWQTFUgNpqVRP7xDmLEaRjpxW4Pw8wSxBtnIaePRjMTNT9OaQzt4f/DOOFYxKgxiLWOozQJ/wjDmNdQ112POum/WOsQKDHmPMSk/yB/GIpup9DmfYp47yrEG33Qk/NdArXke8Q7F6In5yNePhFt9oeImR8glv+K/PlFxJvnuGTMMDBCCvHFdciF76KJHNKMI38dgXhqT4xkNW98jWhEHaLGwvLLLruMb775huHDh7P99hWdZGfNmkWfPn3Yd999eeKJJ2p04F69eiGE4LXXXquw/KeffuKss87ikUce4fjjj6/hZbh2CccccwzdunXj6aefrvHn1kVdC8uFEFgY5EwNHZtwfBFWvLTCIJe1/Zxwk0ZmPf1Yx97v0CRYzqRq4iDsGf8eoTtuK/w/Jzycv8MQvgnvC0BRGEbe6RA0qmZoQcPE+OoR5K+vg9QoPeEFhq0+g5uH+gtRM02Da85UXHWGhUH155Kx/Rx0mc7NZya5IHIPni/uB8Dp1gd2Pg058my3FUy4Neryn7HyeVSgGbDpIsiwnsbQHGJmGAedvK3Twh8jntVJO0H8eq6W3ke/o71weCXvI4o6Yg/4mBjNary/jRF6FhlJ9HEXIv4YV77QX4w9aApxTwesGqQF14eAlsU/+23kuEtxzv2AVJO9CTir0V4+GhVpi3Xqy5RaNXe1/zuKWatCU38G8fqZ0O4Al+xOLPN363I07DkARrvWALVpOSRRiHj1uidNk4TzC5DDT3IXhFvhHPsIcsL1ULoAAKf3WyR8nassYFmDkHSQw19BDh2CTFYcH5UA9t8B0XkGRIDOPbB7/IfS/FoxYOH2q9PHXlAoWKBlN1jyi/vvQBPsM0cgvRGXwJ/xMnxyFyz7zV1/0LWQWgY/j4BQU+h2Es4JdyHfvxKmveleR4+7wRNCfnCN+5kOB2P1Gs3qbM3ak23r9yls+9e4JYTlNY5EXXnlleTzeU499VSuvPJKHn/8cR5//HGuvPJKevbsiWmaXHHFFTU+cJcuXfjzzz9x1lEWr9FC7bDDDjXeF0AwGGS77bZj7ty5tfpcfcJBZ3FpgGue8HDgpTpH3+hl5MwOmNFWrl9JGby6xXH7VT8jtShx02+1Rf6Y4ym9/Mby46g8T8+8mF1TPwNuhOuF9wSIytETIQS6lUT+NbXsYmyi4y/kgvAzzHrF5J37HMbc6/DHKw7XnJHHIIumSXKOj6QZIG0HcISnEHhLZSWLVsC/hoWY1upqzA5HAiB/edXtV1fWS0/1GYN49VT0twei56qPfNYUYT2N55tH0YZ0JypW8c4XHkRsDvqTuyB+eY1JX6VZFAsga9h4Oewx0d4+zyVQuhdn0GSc4x5zV8bmIqfeT1Cr3wEqp7yonc+suLDJDjj+pptMoADSto9M51NwrplLonhPsqYgpppg95tYawLViHIknLAb1Zs2GprvCl3LiM2sCTCyj0ugDD/Oue+TyKx/0JcCtHQSuXDhenVPtu2QM5riHH5H2Uksdl9Y1hCo7v8i521ZPYEyTbyj3sA44Tj0xx+rRKDoAOJMEHuUEaiSztiH3kbcXEdmoCDuhLFOGlyIalYgUGcMJyGakcoLnJOegYm3QPd/FqKufP4ozHwfWnSC7ffEPuEOYk4E+5j/K+xPfnxbOYEq6oB96kuU5mtuOdKIRmwMakyidtxxR15++WV23XVXJkyYwFNPPcVTTz3FhAkT6NatGy+//HJBFF4THHXUUcTjcT7++OMKy8eMGUOnTp1qbZoZi8X4/fffN8kjqi4hNY2f5nj5xwWSNz4RLFkFv/8FFz4o6fNUC/JFbQtESmBycU9FuJqipX/3dwgY1QimNoBlPQcypEV5xWTISfH8jPPZIf07AOM+F2TMigRCCEGEVWhjBkB8obuw+c6QzxL45A7avHU8x+6ylIN2yhAyUmjksZSHn+b4Oe02gy69NXbsq3H9Mx5Ks0E0TbLmRSCZgUP/2YKlR42AJhUjmuqcsYgP/wnzpiAWfo3Ib1pE0DA0PKUzkVPuh1Wz0F88glPbT6H1WwdDahnFky7lpD1XctFDkniuZoNtLOfF7j0Wmu2E0/8jEtFuZLuejXP846jtT8A69A4S604gGwEpBSWBPJ61hOJBLUOxJ0lgyVTkmIEVP7DgK/R3LymIzTcVadvHaitSEJE7jmK1XUzMbCRQG4tcziJhtEEN/AhGnQMHXQ+tK7p0O73fJhHemXw11Y9SgJZJIRctRCxbhspm2FCJa8bxkO90LM5e51U81h79MLc/mYxTRaTGcfCMf59o79MJPvQAYh0ph7XHnjjPPwknCFjj6esJ4pz2EnGnvHBD1wSFxgdKkRc+nB1PqbAv1XY/bE8RjuOQd3TSxd1w9r4IPv439Hwews2gZWdoXgIRiXPmC8TsKLbtEFMlOAMngSe41pek45z/Wa0iwo1oxMaiWhK1aNEistmK6Zlu3brx2muv8fnnn/PGG2/w+uuv8/nnnzNixAh23bV2/Y4OPfRQ9ttvP2655RbefPNNvvzyS26++Wa+++47bryxPHpy7rnnViJnp5xyCkOHDuWTTz7hyy+/5LXXXqNv375ks1kuvfTSWp1HfSGV9zLgPklVL3iTfoB3fitGtmqN9HpAQdiT5Y07HY7ZVxUsVHbtDC/d4tCts4XjbJwGxXbgwbY38kbT8shFkV3K0BmD6Jidg+WURZ10DaEZ6LpeFj1ywHZ1GU73W7BOeQFn/6shG4dVyyFeypq+Z1LT+Ow3gyOvlXz3h3sM04JXPxQceKmkNOsn4HXoWsZvTz84g3fFj7B6rVJEQHz5OOx7MQSbYw+aghXeNEJsmja56A44Rz/oLlg1i5KRh7lpASFYecwIHni7GV9NgyHjQGgbFmM7jiJGU+xBU0hEdiFva6RsP9kde2Gd8nydeB9JKShiOdqQgwknfsOjOQS1DL4Zb6JhI0f2djVQ/mKci79D7Xgi4GqktNnv4fPUzcSx7gTUWOW06QirlfDDC9DhUMjGYFnFhu3ii8cIiMpNedeuuBNLl6LS6RobZgohMOwk8s/xFff554dutHntVIdSGJ9PJdK/D6E7bkVbuLDCZ6ztdyDx8OPYzz4B+u8Vo1/5FGL2xEIk1iNNQvFfiWgpEOCVJr6FU5CfPVjx/Ga8h/7jUIJaFgT4yCCmvQn7XgRLv4KmUTDikJrrpgJnvo+vzIjWLzMw7a2CkS7gRrV/fJmArPw9NqIRdY1qNVE77bQT//3vfznpJDfk3K9fPy655BIOOOCAOjt4Mpnk4YcfZvz48RXavhx55JGFbc4991y+/vpr/vjjj8Kyf//733z//fcsWrSIXC5HkyZN2GeffbjoootqnQZcF3WlifprZZB9L6o+0Ne1A3zwX5OgE0csW4rKZQGBrQzyloajwNAcfLpZKeUJNe+qnrH99PyXRipl8985N3LiqnIdzWKjJYN7v8IFF7VhwjeC7/4QNC9WnNVD0SRkUcRixIJvyLU7nIzjJahlMeZOQLU/hISnJU7zFtgeLxk7wH4XayxbXfU5XH664o7+OX6e4+GFd3I8eMJnNHvnuLIUXhiKOsLSstD+Lqejuv+LdLALht8NzW1q/j7iNTEm3oT84fnCssRB9/Lssiu5aYj7BrtLJxh3n4lfr4Mu9bVAVTn8koDpuq0vnw66D6f/RFjwFXL8dbDDCaj9r0SMHoDd70MS3g4ERQJ93IWoaAfMg28lbgWrO9wWwd9Rh1EVmhirET++iJg7Bfa/HF7vVUjh0WwnWPQ9gBvRPHkwMTOEECBN03UaT6dQVfSpXB/cqPJqtDH9Cyk8Wu9VOBbhVtinvUycErQfv8f/9BMYP/1YaT+qbTvsyy8nfkgPAnoez/TXkF/9r+wLaOu2TiqrVFU9bsfqdBTasl+Q4y5FtdwN+7j/IYWDHHq4S7wCTXBOfBr58a0FjZRz2jBUcRfk1LsRu54AahV88wRkV7tjRD4FSdfF0+k5FKvzMeh/jEa+W2auHGkD0oDYXHebI+8j120ASbtmz8O2fp/Ctn+NDcpsU9d1LKvcGOjrr7/mzDPPrG7zjUIoFOLf//43//73v6vd5uWXX6607K677qrT86hrCOGmrdaHeAocJbAND7JlK+SypahMBo08/rV+lU01o/QbJleeLrnnZY2bO96P30lzRMxNobYyl3DzxEH0/etlfkm2XHP2vDJBcMXpOmcf3gpf+yPJlaV0UrYPb8fjyTsGKpdDLF+GbNWa0pSolkABvDZRcO2ZOl3b5LitPxhx1y8GbwRnwESklYGPb4c5k0AaiJUz8eeS2K323vhS7zJoUmDkViBnvFNheXj6UM44vi9Pjgvy11LweUCI+o20aJrEJzKkrPL0ibSSKL3iIJ/MaYR6DkUb1gPMDHLIweUrl0/Haboz4oppxDM6lqWIEaLoxOdwlGhwBKoRa0EBmtdttK15ytoR+eHsUeAJoj5/FDF9NOgeQLii8dUxRLwUZZlrAr+1h4A1SQen+79wdjwFOet95Cd3gNRg5myCz9yJ57MplT7qNGlCZtAFGL17geGBNS9tWpmOsqQz9ilDkU4OMaofJJcibBP9rymIif8CpRCr5yDMFFmjCb5j/g85+V7sM14hpbckcNJg9LEX4HQ5GrPZrmjhADQvgiCopI1Ir4Dmu8DJZcVCb/R2JQaax/069LJnqagD9oBPQGhoLx/lEjPdi6qmiXojGlFXqDYSddxxx9GlSxfuvfdewuEwXbt25aGHHuLEE0/c3Oe4WVFXkaiEGWTHvrJaEtTnKMVDF+eRyk2ZSeUgly9DpZJQgzx+TSNR4Pav++RHnf+NEiRW53h65sUclPi8sH6utwP9d3yJpZ6WFT73xl0ObUsy1Rv1CYEIBlnk78zu5+nVbhYNwQ/PWwT0DFIKJBAt/Q7hDSHevwYW/wB9RqMW/4goag8j+4KQqMt/wYp2JhbbuLcmTZNErQVoQ7sXUnh0PNQlawAl2zH3+E846OZ23D5QceYhGaxavunX6lzsxYjpb5LvNpCEFSCsZ/BOewV2PJHVsnUFs02P5hBOTEM+f2D5ToLNsC/8hphqslVpPf6Ob7/VoYlRipj1AXQ5BpVYDMpBhFvD3E+h8+Hw2yisnXuRiDmI1TGUmavReLA+CCGIiNWIhd+Qa9OdjOPFL/N4f3gbRn+DmPAxYp2H1wmHyfbtR/as3uD3VxpvAloOz18fodofTNyJomuCkL0UseAbN03//VB3R74I9umvkjRaYzsKrzTxeyCe97oRdk0j6jexQlGSgeagSaIygTbtDZxdz0LMGAddjoPYXFSwBUJKWPIj6daHkbHd6Lhv/kRU2/2J4VbzFolViDkfke10Aqkadg6Abf8+hW3/GhtUJOqcc87h7rvvZuLEiYD7IN5www3ccMMN1e5MCMG0adOqXf93QsAw6XeMh2FVNN7VNbi5r0IjX3i5dISE5i2QKyQqmahkYLcpMESOY/e2OKSbh0zOQDf/R/6mC/D87Ib0O+bm8dIf59Jvx5crEKkX3xfc0lcHqhG1K4VKp2gil7F929bMqKLlA8BJByr8hgXKJakOkIjuRsAw0cOtEct+xQ61wdpjH4zYLKTmwdlzIPiKN0nErJRy35h1HwhB9pQR/CyPYYc2Qyiaej2OHsS0JR1bwfH7OfVGoKQURJ0laC90h8RiPJkYJYfchPjiacSkO2DKA0TPm0KpVk6kDHIw/4uKO8rFEYmF6OEi8jWvCWlEA8JKM0rJjqeSdAKoYAQUSM1DoMuxlOb9+DueRW5+KSKbrXWT4OqglCJOMZ62PcjZGmLFcsQLzyPeHo1Y5xjK6yV7Vm+y5/RHRSLV7NFtrWS3P5a8o6GUwrQUOU8zPJ4Qcg2BApzd+5H3t8TOu/d1zjHIZQEJ0uvBiUSJRaIoIdxn3YGYCuPfZSDpvMTf5Sxyjo4eDeEoHSUkRusSsrYbCUvZPux2x5JXRuHFIiZL8HY+lYy1GfrzNeJvj/X6RH311Vd8/vnnLFu2jDFjxvCPf/yDdu3arXeH9913X52f5OZEXfpE5VWA21+QvDReFATmrZrAi/9y6NYxh1CV+6hIAWLVKkQ8tl79Q20iUVVBZjJYF1xB0z9/KCyb521fgUjt3gUevyKPIddv/Cd0D+Nnt+SaV5tWSuv5PPD9EIcmgVSVhChqpNDtNKWiOZatMDRFRK3A1IKIgFv2sylvTZomiKpliKW/kGx5KF/NipBYHeeo8DssKzmCN75txblHgV+vvhHypkIIQZEWQ3v1RMSSn9yFTXco98tpthP2uR+w2i5BKeWKyKcPR35wrbs+2AxycVd3ovtwBnxEIrxLtRVcDQmapiN0D14D0qn0NlnZt6lv90IIZC6LiK2GTLrWuqcaHycex/fKi/jeGIHIVTSlU5pG7uSeZAZegGrWrNJnNzTeeKRJYOUPyHGXVoxcC4Fz4tOkm+xJ3tFBCqRh4ESiqLXJUwPAth6lgW3/GrdEJKrGZptdu3blwQcfLAjNt1XUtdmmg4eMZbBgGYT8UBJxCHny6zW2E0Ig4zHE6lXVdl3fVBKFEPw118E+/0L+kfy+sHietz39d3yJJZ5WnHGY4toz8qA2bK9gaQE+W9Sc294qYfpcd9neXeHpax3aNc3CeqoLpRQVCIymCWxb1dkDL6XAkBY5S0PTJGnTQ8CwSFsGft3EsTeusz2AR7NwMAr+TEKAX3dImxUJToFIDT8BsfTn8hXNdkL1H88qq7jwHRQZKfT3LnX1McWdsQd8DMnFBY2Uc+LTZLY/rcZNjrcEHHRKs14GvyP4cZagc2vFpacqmkdM9A01097KsLH3qRAgLAsZWw2pZLXP+iYjk8H3+gh8w1+s7PME5I46hswFl+Cs5wV5feONpknCub+QI3q6BMoXwel+C3LyPW41rxA4fd4hGeqMFQyjIhGUlA2GPK3Btk4wYNu/xgZNohYuXEhJSUmtW7tsbahrErUGQtSuB6gQINMpxMoVqFzlSWeTSRSQtX1ceGeWO764kL2T3xWWz/e0ZdCOw3jykTY0DaVrLGjVvB4y4VbEPcUumfDYBIxcjRrrVoWG/sD7NIvgym9RoVbEvR2xHUWRnkCb9ib5nc8iblYUeYeNLJ6pdyG/Knf1V3udhzr6v6xMVzQ8LTKS6FPvwzngWmI0RRc2oeR0xOIfyW5/Wq20HpsbCp0vfvdy5u2VLT4euNihzxEmxjZEpDbmPnWdxktd0XgVTuN1gnwe79uj8Q8bgly1svLqAw8ic9Fl2Dts2N9vQ+NNSMugf/cUcsY47NNfJeNvgz+zEG3MAJxuvbAOvoJEsAVK0xoceVqDhj7e1AW29Wts0CTq74L6IlEbAyFA5nKuBUI+V4HM1AWJklKyMunjkrvT3PttRSKViTYj8/Rg6LT+9G2lc9Z1VJMmOOHoJvsKNeQH3quZhFZ8ixx+AnhC2IOmoAJN0Ub2QsybjLP3JZjd/12olgvrGTzfP42cdEelfalDbiK3zzUkrIpuqyEjR9r2FSJUhuZgqBxpp+ESKIC0FaTrubLahtq/DHNoHq46vbs1ojb3qRQgUklXNJ7PbXr5bVWwLDzj38P//HNoSxZXWm3utjuZiy/H2nOvKj5cNWoy3oS0DDomCRXFVqB7dEIRhRltSoKGb9LakMebusK2fo0Nuu1LIzY/lALb48Vp1RoRCNZ5O2rHcWgSyjLsP36y/3uW+R33Kazzly6n6JL+aL9Pr905WxZi1UpkMl7v3bO3JIRS4JiAgmwMbegh6C8fhZg32d3AzhWKq3Vd4skvR356p7ug2U44V81Etdzd3deUB/CkFxY6kK9B0vRWSHOattyiBCqqJ4no5QaGhqZoErRdV+oyFPmyTPpRVUugAJ4bJ9D1DRubbisQwo08aYlS5IIFNXYarzUcB+OjD4me04vQf+6sRKCs7Xcg8X+PkXhmSK0IVE2RtP2UqiIcTUcUF2O2akusuDNx1fAJVCMasbFoJFFbARxNx2nZChEOg1a3P5njOPi0DLvuLCl65XHMAw8qrJOlpYQvvwj9xx/Ws4fKUKaFWLkCmUwg1mFSXkNUIFdSCoytsIgm63hINT8Ap/fbrtdONgZLfwXA2XMQVo97KC2LQlmWQ9pogXPGCGi+M/a5H1CqtcLuMw7VcnfUaS+R8bevt+rAukDUSGFMvAHjs3soNpKU+LNEcnORT+1OxF5EiT9HiZFA//555i1YTydtYN5igeVswwy7DEKAdGxkLIa24C9YsQKVzdRZ1V0Ba1zGB55D+Nab0ebNrbDabtee5N33ER82HPPAg+v8ZQxw7U4MA1VUjNOmLXZJExxN3+hUfiMasbWgkURtJXAQOM1bQFEJQq971uE4ClPzkLj//8j1KHeMl6kU4asvw6jCiG99UKaFWLECWbq6EEoNallCiz8mqifcCUYKisRKIqU/4tXqSVRbj8g5BqrNPhBZJ+V5wFWkVMX2LxnbS7rtEdgDPyXmlGBZDjG7CAZMxN7xJNJ2zTrNbwkEPTb6D4MRPw9HagbazLHIF49G5krBX4SWXo427HDk3I8RVpZ9OsXXu7/9d3HQZT2ksRoIhBBI20KuWoVcML+8QXA9pO70774hfNF5hK+7Cn3GHxXW2S1akPznbZS+OpL8kUeDrIfhvow8UVyC06YtTkkJjla9Z1wjGrGt4e8TU99CqK2gfH1wFIjiEqShQy4F5sY1JV4vDIPUXfdCIIh33NsAiFyO0E3XkbrxX+RP7lnjXbmpvVUI2ybQLIh3xijkuEsQnQ6j6LRXEU4e7cUjITaX0LkfQMleBXf0hg4hoEhPIF/vXWgzsQZy6KFEBk0h7u1YqNoDl0hlMrBG3KaUwjSK1qzdHKe9UUibGp49BiFK/0J0PRkx9HB3xbuXQ8+h8FY/WDYN8VY/uPAr9s7FaV7cskoXe68Hzjzc7Wu4rUEIgTTziHgpJJMoy6q3foPar78QePYpjG+/rrTOKS4hM2AQuVNOA289kXPh6h8JR1y7Ar2MODWSp0b8zbB1zFhbKTyaTdjnkMoKsmXkoMhIIICYtXE6AaUUTigMTSKwbDmkcnVf2aNppP55KyoYxPf6qwAI2yZ0392kVywnO/D8GqcElG1DaQyNFCz/A6SGmDMJ7bWeiPTy8ibES35CL9mV3FZySwYNE23qfwsaKGePgbDLaaTm/EjW14bgL2OJHnwpK1Nbf7BXKYjZEYoPvxNt7sew76Xw9VOw5Gd4Zu/Cdk73WxHhVjT96lYm3n0fR/+7FUtWle8nHIC373MIe7OwrQWiTBNt5XJIJlyfp/oiT79Pxz/4aTyff1ZpnRMOk+3Tj+xZZ0MgUMWn6wZC1yEQQBWX4BhGI3lqxN8a1c5YixYt2qgdtm7deqNPZluCR7MJl/6CfPI4gr3egmb74hNp9HcugHySojNGbAKRArw+aNMakXfct9661llISfqqa3GaNCHw1P8KiwODn0EuX076uhuhpuJg2yEZMwltPwgdgfz2CcTC8jdo5+gHye18ToMu218XKdPAOOgGtIVfo5ruzMruj/PHIh8PTj6Bv5YKdu3kcF0naFlkorH1l/PrUiGSS+CdS+CE/8FufeDnVwvrnX0vw9rnCozUfMS0Uey8+Ee+uWMwf8Ta8vOCINt1CNKtCwT1HGo9nmFbE4QA4TiwciWUlqJKU/VHnmbNxD/4GTyTJ1Vap/x+sr36kO1zLiocrpfjAyAlIhh0dU/+gBtlayRPjfibo1qLg65du1YSBdcE06fXrpqroaGuLA6ahGzkYzu4nc2ljnP6cMQPwxCz3neP0+MuMnteTtrcuMjLmlLORCKLiMUQseqNOTcVnvffJXjPnRVaROQP7k7yzntq9cYrpCQaATnuDEgtdDvYB5riXPkHqzJGpfmnoZfjCuH6OcXMKA+O9PHQa5WjToNvUBy/Xw6tmtY5W+oahRAVUk3rSzsbUhHJzkIOPRQ8Iej1Ooy9BJaVt3hSLXeH3m8hXjjCTW9qBrTo5t7/kbaopjvg9LiHVWb1rUQ2FlIKop4sCdNXSJ8GtQyacOqlIbMQbnWmiJci46UEPBootUl2I9VBzpmNf8hzeD6eWKm/nfJ4yZ5+BtlzB6KKi+v82OUnIQgVh6G4hATGprbya7Bo6ONNXWBbv8YG1Tvvsssuq0SiPv74Y6ZPn86BBx5Ily5dUErx559/8sUXX9C1a1d69OhRbye6taE0oxHp96Hb/DYXR47sVVindjkTa8/zN5pArQ3HUYhoFOn1IlasQOWydf42nD/uBFRxMaF/3YhwRT14pk4mcvF5JB98BKdFyw3soawJKquRL58P0oZIW8gthfQKxOunEz11OKX21lUKrRTEzBALVldNoAAufljwxyseQkY96Nc2EkEtg89wKDWDWHaZwF+LYaNTalYmHRomxBdVTaBKusCqWYglP6FGnAanvwhv9EKd9Ay02Qfx7hUw7S2E5kHKutUIQtm5swLtlTOI9BxG3NsRL2l8f4yEZb8ROfTflUxPN+l4KEQ8jigtRZmm20TX8NXZ/gvHmTcX/9DBeD4cX5k86Tq5U04j039QlS1a6gxluicVjkK7liA1nG108m3ExsGn5fFKszBuCAFRT5aU5cW0t/0KXFgPibriiisq/H/s2LEsWLCAt956i5122qnCut9++40BAwbQsWPHejnJrRGWDQn/dkT6jUcOPqB8RYtu2Cc8RWm27gSfSoHt9SHbtEGuXAGJRJ2n98z9DyT+1GDC111VcD/WZ84gcl4/Eg88jL3Lruv9fNiTRxtzGayeDULi7H4LaHHk9JcQcyahf3Qz4aP+j3i+7iek+oSu6zw3tvrBwrbhw2/gzO4Sy9qwEEjXBEEtTdz0F8hGWE+RV94qRffrRpSqW7YGQS2D7/cRyI//TWTQZFLBLgStZWhDj0B0PJxoj3sqEams44EWBxA8/RWEvwkitRwAdehtsPcg+OopxNQHEcmlqGAzOP1l7Ka7krRDRI/9P0TLPVC796XUCtU5SS7y5dEGHw0rZ6INPYTo+Z/D7I+R710OgBFqRvAfV5IyPZt0HClAJBOIWAyVz6PqwyQTkH/Nw//CEDwT3ndThWtBaRq5E08mO+A8nJat6uX4ayB0DQLBgu4JuRX6kDSiXuHT8gSXTEX8+jrRox8mYYeIylK0N88hcvSDxAM7/C2IVI1Vr4MHD6Zv376VCBTALrvsQp8+fXj22Wfr9OS2dgRFHDHp7ooLl09HLv4eXz2U9DsInGbNUc2aIbybNmlUBbvrTsSfH4bVebvCMrlyJZFLL8QzccJ6P5s2DZwj7wVPEOeg68m3Pw6rUx+cHftBq3/gHH7HVqWJWgPLESxZuf6BYvEqapQa1zVBxPwLY9yFFJXZQET0FJ4v/ktoxTeV7hldE5QYccJ6eXQgoqco1mNoVfiJSSnwiQxy/PWQi6MN7U5o4YdoLx4Bq+cgfxiKvuJXPFUYd2VtD6ni3Ul622IPmoJz9APk/nEZWREhv+91OEfeiz1oMpa3OXbTXVidD2Jaiphqitr/cqxAa8x6aJiczoFz7CMFry755C4FAkVRB9QeA8hsgn2EFKClEsiFCxDLl6Gy2XqxKpDz5hK88zaivc/A+8G7FQiU0jRyJ5xE6WujSN98a70SKKFpiFAI1aIlTouW2HrlNHsjGmHokmDid+RrpyF+GYEx/mqKfTm0109FzJnkViirlfWaRmsoqPGoNnfuXJo0aVLt+qZNmzJv3rw6OaltAUVGEv2dCxAz33MXtN0PvBFwLOTwEwiu/BavrPsUj+O41XtOy9aIYNCdBepy/61aE39uKPkDDy4sE/kcodv+if+5p6udYCwHkt72OP3eJ9+lJ2nHSzKrY3XujX3MMBKy+VZpzKdLh8P2XP95H7gr2Pb6J14pBRFWog05BPH722hv9qYkYGF8di/yi0fceyY+DUN3f09dE0Ty85BP7orn+6cJ6xkiegpj6t1oz+1L1F5ciUg5jiKlIjjnvAdSd9PMI04tVEg6xz1KtmQ38tXYD2QdL1lTUqq3IbvrQBJWgJRpELcCZHe7gFKtNbGch9X5co8sy1aYWhgl66fqMmsbrulpr7fcBWtm/FAL7AGfEKNZBdf3mkIK0NJJ5KKFLnnKZFAb+A03BgXy1OdMvB+8V5E8SUnu2BMoHfEmqVvvwGlbuxZMtYHQNFc03rIlTqvW2L7ARn1vjfh7wLQc7GhnVGfXU1D8+jrygeaIhd8A4Ow1CFP6/xb3UI1JVLNmzZgwYUKVaQLHcZgwYQJNmzat05PbmqEQqJCrFVK7nInZ+x3sQZNdIqV5UL4ojqifELlS4OiG63IeiSK0Oj5OMETyvw+TPbtvhcX+F54ndMPViHjVZouWA6VmiLRTHhlI5gxKV9moxUvQtsJSH9O0OeUgRbgafX37FrBjO7XBwcRxFLb04nTtCYCYNxn5UFvkV25lpGq5B060Q0E4HTayaGMvhMxq5KQ78HzzGMbkO5BfPwWJxcgPbySkpSsdJ2vrZJrvi3PcYxWWqz36k9/13BpFA21bkbJ8eDWLEn8er2aRsrw4jkORkaDYSGzWlj8aFsTWeYEzM5BP1fodogJ5WrYMlU7XC3nSZv9J8N//Kos8VUGejjmO0uFvkLr9Lpx27ev8+AVIifD7US1aNJKnRtQKMTOE1XMYquNh7gLl3sPO3hdhHnRrvRR1NETUmESdddZZfP3115x33nlMnjyZ+fPns2DBAj799FPOO+88vv32W3r16rXhHf1NUGoGsXrcgzr5WcxjHyOW8xP3dcYeNBl74CQSwa71kt5YG4X0XpMmCKOOIwGaRvqqa0nddAtqLZLm+fwzIoPORZs1s8qPrUvCpRTk8gbLF9vM/mEVpXGdvONrEGHgqlJwVZ1XyJPlo0ccWq0TqN2xPUz4P4eQp2ZVW2vuGWf3fu4C0yVBquUe2GePJmZHC4GW0rwP+4zXoJmbXpdT7kV+66bTVbv9sY//H3Gzsr5MSoHPWoX8/KGK1zp9NEZyPjU1w/dqFsFV3yP/rx2hld/i022iegL9rXPQ3uxdSEfWN4JaBt8fI5HvX+ku8EVByLJ05SFEcnMr9ParDoW0XQXyVPdWDNrMGYT+dSPRvmfhXUc0XoE83fEfnI6d6vz4BQiB9HqgSVOc1m2w/cFttuquEfUDt0rVgVzFl2aRXokQf5+bqcYz64UXXsiKFSt45ZVX+OKLLyqt79u3LxdddFGdntzWjlIziG/7s8ma7iBu2RD3dUbgbDbBneMoRCSK9HgRy5e7nePrUOSQ63kadsdOhG65qSA41xYuIHLBAFL/+jf5o46p9rNSSlYmfVzxuGT2QtC0PM2aLaHtTk35zzVBwlvQkVHTJFGxElt4CkLrsJ7GIy3idrjC7+c4Nh2bZfj8KR8LlgvmL4MubaBZkUPQyNYqTakUYKwTDdJ9LjFYC46jiFFM8aBPkQ+2gjXeS94wqu84YhlPpZ9ZCLfNjjbsiEIKT+14EmLm+wWNVOS8KcS9nSs4rVeFkE+4FadmBvnK8QRPexnx3XOIOZ+4398vr+DvdiFps34FyR4dxC/D3f8UdcAeNBmx9BfkiFMgG0P8NQXP9i2xqKyLKlgVJOKIeALMXL1EnQC0337BP2wonqmTK61TUpI/6hgyA8/H6dCxXo5fgBCuaDwcwY4WoTStUfPUiFpDCCjS4q4GavH37kJvGHIJxLQ3MaRG9JhHq6z23dZQrU9UdZgzZw4TJ05kwYIFKKVo3749PXr0oHPnzvV1jpsVdeUTVd/YGL8P6dhu9V4qVedv2WLZMsK33Ij+6y8VlmdPO4P0lddW2X4ia/s583aNlaUVlxdFJR22D/P4XU0ojm5eTxPD0NA0jYCzAu25A1AdD8U86kEcJfH8+Cxy6n9xBk0m7t+uSiIshEBK9z6qyZO19u8Y0VOuBqoshYfUwXHF5KpDd+x1DFrXaKDk109V2Kdz2B3k97qEhFWRjK1pVaO92RsxbzLOcY9i7Xou+pJvkcNPgGg77P4f1UhHpGsQyc4uWHhUOP7u52Id8d9CA+b69KZxrymONv46nCPvI0YzPCJPcNkXsGoW2a69K6UohRAIM49IJJCpBI5pbVAsrusatiPRpMKyKgr8QyE34lfJJ0op9B++xz9sCMY3X1Xap9I08sceT6b/oPpN2UEZedIhHEZFIji6p1YtabZ1fyFovMbawNAlkeQ05JCDwc7j7Hc5HHE34vVeiD8ngL8E56JvWE3zzZoe3hI+UbUmUds6tmUSBW46R8RLEbHVqFwdO2nn8wQefQjf6FEVFlvb70Dy7vsqvGVrmuSTn33c/EzVKU2vV/D8vw12368JcbP6kv31oSpPIilFlQ+1EjqpvJe3pwq+nyHYtV2Gs/ZbTvOf7sYvUqiiTsgp97obt9kbq+/7rK4Dm4q1TVOL5Srkk90gF0e13hvVfzx8cAPyh6GuLcTAj4kX741pOpUIlGq1J8JMwYoZADiH30VujwtJ2hXFWoWefws+J9u6Oynbj0+zCK7+EVXUsVZCbI8uCJf+iBxySPnC1nthnTO+wndT35OTEK5GLGmVC1l9momGVYFASQEik0YkEpBJ16g9i4NOOu/hnc9g+jxJ59aKU7srQl4TXbiFIZVIlFIYn0/F99ILGD//VGmfStfJnXAS2XMH4LRpWxdfQfUQAuExUKEIKhwu73FXSzQSjG0DdXmNbleOn2H625gH3EDCDhLVk+jjr8U57DbiRvsNRrTrGlsFiUqn0/z444+sWLGCAw88cJsTk2/rJArcSUeaJmLlClQ6Xecl256xbxN86AFEPldYpvx+Vl13B8sOORmfB6JBh/+8pPPel9XvZ9AJimt6CxLShyoqwqHmD4KUgiK5GkfoxEy3Wsyv5QgYNgnTS94uTzMpofHTHB8n/1OSX6tgUtNg5M0rOWr1zQR+fd5d2HRH7HMnEFMldfKGtfbvqGsQyc1BfnAtds8XidlRInoS/ZPbYMcTSbU8mKztKb+Wee8h3+rvaqDOehOhHLSXj4EVf+D0eZtU8wMK268NIdw0WG6ta/VoCkvJGl+TEBQ0UGtSeIDrzn/OeySb7F3wtdqSk9Oa1iwimUAkk5DL1TgKq9D5eY6HKx6TWGt9RAi49wLFwd3yaJjlJCqWxPPRh/heHob+56zK+/N4yZ3Sk2zffjUyqN0klEWeVCSKikZRUm5S2q6RYGwbqOtr9Gg2XpEjYZW/rEWNDCknsNkJFGwFJOrVV1/l4YcfJplMIoRg6NChHHDAAaxatYpDDz2UW2+9dasXl/8dSNQaSAGiNOYaCJp1a7egzZpJ6LZ/os2dU2H5mCY9+U+7W+l9aph0TjF8QvU39/W9Ff2PcUikcgifzzX+W9Ozaz1wCdQqtFeOQ4XbYvUcRl558M99D/nOBTj9JpCI7lYgUikryM79JFUF5jQN/nhyHp1e6wKOhXPjYlbnQ3UWol73d9Q1COkZSvP+Cmm7vDIqEaKAlsO/7CuclnsQsyKu5kmuRqyaQap4T7K2USfnWBWKjCT6W30LBEp1OASx5Cc3tSd1nHPfJ1G8F3nH2CKTkxACmc8hkglIJd2WSLV8WUibAY69UWJVYekmBLz3oEPUmyakg3x7DOKFoWgLF1baVgUCZE87k2zvvqiS6m1i6grC0CEYwokWoYy68XlqJBjbBrb1a9wSJKrG5WHjx4/nrrvuYr/99uM///lPhYmspKSEQw45hI8++qheTrIR9QNH4Q60rdsgQiGowqBxY2F32Z7SF14lffxpFZb3XDmGt6edzIxRX9Njr/Xf2EfvU1bN5ziodBqxdAnaqhVItf7JMKDlkd88DcumIf6cgD5mAP7pw5Fv9QMrh3yrH2Gfe//qumTit1RJoMB1HH/9i2LofAQA4oPrCWv1R7ItG2I5f4WJL24Fq4wopW0viRbdiVkR19bCUcScYhIl+9YrgYIyC49oR6BMA3XWqHILD90H/iY4on68odYHKUDLptGWLUEsXohaXZa2riWB0jTJ579SJYECNws4YXyM4ItDMI45Cv0/d1ciUE4kSvr8i4i9NZbMZVfWO4ESuoYIh1EtW2M3bY7TaJTZiEbUO2o8yg0ZMoT99tuPJ598ktWrV3PrrbdWWL/rrrsycuTIOj/BRtQvlAJbN5AtWyFKSxFxt63Fplo2KaHzZyyAdd59jJm+H7fPu5Og45bst8kv4umf+/HrEwPpe+hVDP+0cin+lWc4RILr9AyzLFi9GplKI0qKUcFQlWXZSdNA2/cqjNVzEL++jvhzgit2BAi3wu73IaVZD+AgpeTXuesnc78siGAf0h1t1njEz8MxEESPerBBVJ7k15nkHUeR3wxFjaVmkOgR96J3PBir8/GU5nzovs5EBk1GKIe4v0uFFFh9olBll0y4eqdapOyqg5SCuUuqvi/a5ubTf+mLnPXgm3itym/0TrPmZHqfQ+6UU2vVoHtjIXQN/AE3dRco83lqZE+NaMRmQY1J1IwZM7j++uurXd+sWTNWrlxZJyfViM0PR4GIRhGBgGtVkE5tUrl3MufhvyMkx+wL7zTpyU/BPXhgzk3skfoRcBu57jZpKJ1mTeX4y+7lkV+7sXAFdGqtuPhkRYcWFgFPFZExpVC5LGLZMoQvjigqQgWCldJrpWaQkhOeRFv8Paws96xy+n9EXG+NXdbHznEcdt9OwXr0Vrttp0jsdT3R0rmI7wajOvfAdBpWL7G1RfRr/r1GRF/XTX/XoNQM4utyJtmyKN4aCw9Qm4VAFarskklkMo5jWnXW0862FTt3qnhf7JH8gYFLX+DI1R+iVWG/YXfoSKbPueSPPR48dd92aV1USZ4azZ62eqzxp1s726NpcoNdDxqxZVBjEiWldDuWV4Nly5bh9299vc8aUQ6lQOkGtGjpRqViqzdKKyWkzqhPBZkc+MuKtOb5OtK363AuWPwcly1+EkO5IZTwghnsdctZPHt2f0qvvww95MUQZtkAUn0zYmXbkEohclmEP4CIFuH4/IWBJ6DlXP+jlRVNP8UH1xA65QViuGJzy3Losad7nplcpcOga7D/LoKbn/Nw+enP0GSfB4kGbdJm/abLAAKGRcYyCteka6CTr5TaW1PmDwJT6Xh0Rcb2ENBN0pYHv5YjbwmSVt0/n9l10qAueapHEadw975ulZ1TxyzRcRz27KKI+i32XziRgUtfKLwAVNp2zz2xBw4i8Y/9QdavgW7B5ykQRIUjKL+/kTxtQ5BSUCRWAYqYaoLjKFf76KwmqxWRsreuBu1/B9T4ie/atStTp06tcp3jOHzwwQd069atzk6sEVsOrlYq6mqlgqFaTwymLflplmD2ItihHQUXbFvoPNP6Us7u+jp/+sp9xYTjEHz1BVoMPBXf95/Xys5AWTYqkUAsWYy2fCmaZeLX8vj/Gu9qoABCLVGderjHmjUe/e2BFHlShX0EPFne+69TIHxrYOjwwj/hqdEweBx8PV1y8RNRlmeL6t2NO6qn8P/wJEVaDCFEoXIvuPBj/Fo5c3FN70rRRvREm/sRvp+HoD2zN8H8YuQ7FxE0F6M9szfen4cS0rdeMakQAmlbyNIYcsF8xJIlqHjcFYzXQ5hNxOMUv/4cU34/ksdmX1WJQCkhyB96OPFnhmC99Arq8B71S6CkdB3GS5rgtGmH3awFttfX2KJlG8IaAqW9cizaS0dRJFYSNEy3IOaxHfDNGk1Qq1n3g0ZsPtT4qT/nnHOYPHkyjz76KKWlrjuiUorZs2dz1VVXMWvWLM4999x6O9FGbF6s0Uo5rVpBkyYIo+aRF11TNC92zSbf+wIuOrni+t+Cu3LazqN5d6dBqLUmHm3BfCKXXUTgvrsRpbHana9loeKliEULUCtLoWQnCLeGUCvsQZOxTh+B2tWtHFVt98d21mJBjs1O7bL8PEzxwMVwwUnwnwtgwsMwejK8Ocnd7Ll34NA94IanBJaqv3RNRE+if3ob8uPb0IcfT7EeI5Kbgza0O3JkLwILJuKXbtjMr1tov7yC0HREUUfExH9BfAHixWNgz/6IYUdDfAFy4j/xZhej6/UcKalDCCGQKLR0Em3ZEuTC+bBiBSqbrZeWLABy7hwCD95P0SnHEXjiUTzLF1dYb3l8JE/tTenrY0je/xDW7nvUy3msgdA0hM8PzZpht22PU1yMo+kb5ZvWiIYNr7QQsyfC8umwcibaS0fh+/5J5Oj+AMhJd+DzbPl2WI2oiFpZHDzyyCM8++yzhdSelBKlFEoprrjiCi677LL6PNfNgr+TxUFNUfCVWrUS1tNTTNMkGdPAtDVsRzBmimDkJHjwUsib8PQY+OMvaBKFPkcqjj8Agn98Q+A/d1by1XEiUZyrr8Y57XSSmVqmFIXA8BoEPTFUcQvivtZYlkPUSKEvmEq+zSEVfE3WYOaSINc/JWnTFJauhs9/rRjkaBKFx66E/vfCH6/YhIzKDX5ri6p+x7CexvPNo8gp97sLijpCZiXkEiA1nL7vkmyyDznHJbZRPeWSrmAz8JfA+BsqHcc5eTDZ7U7ZIumA2tyrQgiEchDZjOvrlE6jHBvqUw9iWRifTcH35hsY335d5SZOk6bkz+xF/rQzsMKRCuuqdSzfBAhdA68fFY24mr8tzJm29dJ4aBjXGNLSeH99EfnhTRVXhFthD5xMqdZqk7RRDeEa6xMN3icK4LfffmPs2LHMnj0bpRQdOnTglFNO2WZSeY0kqnpIASIRR8ZW4+TNCgzDUh6m/6Xz4GuSWQvczMZheygu6Sn4Yz4MfQ/OOBTat4BECsZ9AY5SPHZxigBJ8kNfw//C84h1NFjOLruQuPYm7J13qfX5apoA3cDx+ly3Zn8AQxfkzKpv+dXZIDudU32kZt+d4IzD4Man4ZdhDs1CqWq3rSmq+x0rESkoEKhU030qWRgU+/PoLx0Fu58Dsbnw5f8K65yDbiR3wE0k8/Wv46oKG7pXhRAIx3aJUyoF2QxYdr1FmwrHXbUS79i38Y4ZhbZkSZXbWDvtTLZXb/I9joJqorF1SaKEpoHPNZetqmBiS6E2442uCSLePPGcp2C4GNZTCFy7joaKhkIwivwmxmunwLxy+Yxz3lTiRXtimpv2TDSUa6wvbAkSVWsjl1122YVddqn9hNaIrR+OAhGOoPwBZLy0YGIolOCL33RuWquFi+PAx98Lvp8BL90KO3eAsZ/D9Lnl+zv/mDS+JVPQfn0VzwUPkehxBKGH7kV++31hG/nbb0TO70/++BNJX3gJqnmLGp+vbSuw85DLI1IphOHBCoeQwRBKNyqlRIIem/13kXz5W9X7u+gUeOQN8Hog4KvfyS2jAni69Ya1SVSgGapFN3Kmh7U9KHxaHjlvCpgZaLMPfPFohX3JX17Fs/dFaFrzWjVDri8IUVaBZJquQDyTgUwGHLveGgAXoBT6D9/hHT0Kz6SPEVUYQSlNI3/o4eTO6o212+5sqgBOSp20qeMogRSKoMfEXpcgSokwPKjiIlQo7EaeGgiBqg10TRAx56O9eDKRs0cT93bEL1J4vnwQ8mkih95OvAFYgzRUBLQc2sz3KhAoADlmIOF+HxKTTRoMsW6Ei83vhteIrRpKgdJ0VEkTRFExIpEgF8/zvzEOrFP2ffqh0LM7fPI9hAPu/zufDY+PAkODCw76E8+4q0GB9sG1hI57GHFsCoqBz4GyQI9QCu+7Y/FMnEC29zlkzukPwdoNxMq2wc5APouMrXZLw8uiU6rsunx6jpdu0Tj6WsncdQIT55/oVp79OhsuOMmdCKuocq8TFNq/DO1ecUVyCdrLx1LU9z1idhFKKbwyT3Dp58jx18JpL8KbfaF0vrt95x4w+2OIL0B74VCiAz8lJjdvQ9C1IQWIXA6yGUQ6DfkcynbqzJZgfRCx1Xjefw/fO6MrueivgVNcQq7naWR7no5q3rwODgqm42f0JMGLH0hWJ6BlCVx0skaPvWwMkQUhkB7DTV9Hom5ro614joz6TOTgwyG5FG3oIUTPmwI/vID8/GEAPMUdCex2IWmzcepZFz7dwr9wEvItVwNFuBVqhxMR3w0uaKSKBk1mVa6RhDYk1OpOXrRoEa+//jpz584lFotVepMXQvDiiy/W6Qk2omFCKVBCIqJRVssApcEUrdrESJbmSSQd+hwJndtA/3sqmkVHAvDIFS6R+m1VO/6x/Wl4Z7yFWPQtYkgZaegCzsn94FsHMfy1QrRA5HL4hw3B+/ZoMudfSO6kntWmWKqFo1COBWbcjU7pOgQCKJ8P5fVR7M/w6f98/PSnZOxnEPQLjtsPvpoGl/wfdN9dcVs/B5y6bZOzNiJeE+2lMyBb6qbwzh4Nf32GnPoALP0FbfLdhA67h0Teiy08qKIOoHlASDDccLY6/nFE0x1QXXsi3rsSPAGQep1M0Jom8ZAls5bVQkA3ySkPtq3KAjcCgXJJU8wlTtrKUpTtRps2izDacdC//Qbv2DF4Pv2kUqp4Dczddid32hnkDz+yTv2d8raPm56VfDWtPJK1ZBXcOUww7S+dK84Kokf82HXQ266hIJVVBE8ZghxxCmRjbkPtMqhWe2J360vGMtiqmWI9wVQGquWeEG0HjoU98FNMTwmeku2QH96M060Ppr31FIb8XVBjTdSnn37K5ZdfjmmaBINBotFoldt9/PHHdXqCmxuNmqjaY1EsyIGXSppGFS20OE2Jccc5Jv3vdqqcGEoicO8FcPmjMP6e1bT+6XbErPGF9U633pj7XIHwRWHuXHjwQTyTJ1Xaj92qNZlBF7jmhvomvtlqEiElGB43XRkOonxhkjmdkZMgmREctz80jYAmHYKePI5dTU+QWqCq31HTJFFrAdqwHjg9h5Jqug+GMPF88yjir8+wz3iNmBUufLdrIlfoPtB9iPlf4LQ/BDl/Kk67g5F/TUG1PaBOmiZrmiTqLEH8OYHc9qeTtP2EjSyeWWNRHQ8nkQviZHKIfA6Rc6vogn4PKFWnwmsAj7TxGQ6JvMclZQIiepb8/KXw7ni8741DW1S5lx2ACgTJHXs8uVNPx+6y/SadR1WaKCEEMxf76XdPxUnP6xVEIxpOKMwLD0QoDue3CvJUm/HGp5kEF09CvnZ6+cKSLlgDJxGzog22srAhjKmaJog6S0Gpgog8pKXxJmaRj2xPYhO93hrCNdYnGrQm6uGHH6a4uJgnn3xymxGRN6JuUBRWeD2wYLlglS/KRSeGmTg3TstWMeKlFqlUxXTNqjjE07BnF2geybtC6LUgVs5Aw3KzZR07knzg/9B/+J7A/x5Fn14uWNIWLyJ0z53YLw4lc96F5I86xu0YvDGwHVePY1qQyaBKV4PuIRwOcW73Et743M/AeyV/LYOAV+PqM730O8bAoO4HI9t2KNXbUnT5r6SyiqxtkMUgvM/V6PtdRcwMVph4LRvink4oAcoRGO2OJWdKvO2OJ2cqvO2OxXS0TSZQUgqiahnaG2dBajXevMLT+QTEN68hv3gavI8TPvYx4k4U5TjlsYZ6mDQ90sZfOg1t6gOET3yaZEon9Ol7aC89QWB2vNrPWTvtTO6knuSOPrbWKeHaQGoaIyeVD9zBgCAc0cn7IywXEZanDN6c6nDJSfYmi4UbGgxhVtL0kF6OyKxG80Y3WzugrRG2rYjJFghJoQovaQfIRTddVN6I+kGNSdTs2bO5+uqrGwlUIyohaOS59wIflz0iSGfB45V8NquIeZ4IzVrEaZUrJREzSa5FplaWwpArl6KPvRCx4o+yHTWH1DLEou/QPrgWefyjWJ5iAKw99yL+/DA8H47HP/jpCs1etQXzCd15G/aQ58j27UfuuBPAu45zZm2gFMqywcqQzQgufSzHqqRGU5+XcMRHTvMydKyXVXGNa8/yopPbZJ6wRmy9hujYtkMs66lQzlyVLcMaWIXNFDnHjX6sqULMWZKapk8KqTiBm4e1bYRtg2MjzTyYpZD0wao0cswtEH0Wlv7iEqUSDRT1HmmQUhJQq5BjzoO5NvqoE4n+aSGyVUe6nHCY/DHHkzvpFOwddqzXcyuHwHYEkbAkEPGQ8UZYoMKsTGrEy7R+2frLCG8xhPU0ni//i/zikbIFrSC1DLKlaEMPITJoCnFvx0LVXiMqo6qXnUYC1XBRYxJVUlKCUVv9SSP+FlCOxckHmoQDOrcMlixd5QpoP/hKssJfREkoSvMCmcqTTDl0206hm6WIuCuCdvY6D/a9BCbfh5w2CrH6T7farIxEASAl+WOOI3/EkXjfG4fvhecrlKZrC+YTfOAe/M8/Q7ZXH3Knno4KhSucq65rWGu9ClfVp6qwP01jyneC6X+uEc2beDwpfF5BC4/g2wk61sEaTYvSJGQUR/eArqMQgKoVsSrS4ggnT6nWDNtW+LQ8QWcVOT1a5+1ayovNXN0SluXqhSzT/ds0IZ8vE7OVNbNVCsdRxIHIYf9BGzMQMkshE3N3VdIZ+5ShxJ1I/Ta/dRzkzz/hfPQe4gMPIp4BkpUazSghsP6xD7kTTiJ/WA/wbUZ/LCFACk49PsCny4qYYwVZXSpIrRO0PPEAt+3QtgRdOoj5XwCgWu2Fc844xKLvXY1UrhSx+k/0lq2xqN1cUlX/RyFEg00NNuLvgxqTqFNOOYUJEybQr1+/+jyfRmylMKTFIbvrvHiLQilBUQiGvQ+pDKQygpW+KE3CEVq0KGUHGaN1sywJrTWh019FzP4Qc+fepNKC0P7XoHsjqF3Pwgm2qvpgukHu5FPJHXci3rFj8A8bily+rLBarlxJ4Kn/4R82lNyJJ5E9/Syc9h0IalmM1EJy/rZkHC9SSsLOchCSuCipNCBnLY2xn1WcnvN5RT6/Zjub76as5mQeJnzgVSScEEJKlKaDx4MyDFerpekoTXP/XUFAXNYTL7sc8ebZiMRiov3Gk/U0wb/wM+TIs/Ae/h/o1o+k5UdKgSbBtNzPCQGGLjErTcSisB4Ax3HF+ZYJtg2mhbBcsiSssj6Fjmuau6FKOQVYegDR7kBkbF5hudOhO5bw1c+kphTatN/wfDQBz8cT0ZYurX7TJn7sM88hefQprtv+ZoTQJELXcYJh7HCYzu2i5EdoLFhceduDd1O0LrG3ORIQM0MUnTUSbfLd2IfcSiwfxtv8AIK93wYrR7rlwZU8zjYEIQRFWilKCErLtIB+LUfA45DMG+Tsxkq/Rmw51FhYPmfOHG6++WZKSkro168fbdu2RatCf9K6des6P8nNiUZhee2h65LpC/wcea0kV9bW7dpe0KwI/vlsxW1blsC795l0MJZALIZ0LLxkSdvl6begliOjfAQC7rINCpJzObwfvItv+Mto8/+qchNn//1g/6bIzLs4h92Cuf1J6GYcbVRf0L3YPYcRpyKRspSH65/28PX06g/94ICVnLS0P84ht5Aq2g1z7TSFm6Nzo11r/kjpkildB00jHPagLfoKMeEml/uEWuB0Owv51RPuq7c3gnPm6yScACHiiORy0v725G2BT+TxxWdghzu40aqyiBGOU/gjHNslRmU+DkqVR5Y2BkEthzH9NeSXj1f+jg++gXyXU0k7FVOpG2VG6Tjov/yM8enHeCZ9grZ4UfXb+oDtgB2AnTph9XyBhBPZPARFCELRAPj8JIWBCgRRQqCUqyFL5gNc96Tg7c8EjgMeA/oepbhjoINPprcKUTnU1nUeQkaOpFlOqn0yDyiyTu3S7C6BiqGNOAV8UazTXiGnfAQWTkK+2Rv7nPdIlexVJ0SqIY2p9YVt/RobtGN5165dC+FTsR7zuenT1zPjbAVoJFG1R9b20+MandlrzXOdW8PtA2CnjjBmimLeEsFB3RTH7qsIerKgbIRpIktjrmmnZVWS7dR68rVtjMmT8L88DH36tKq3CQM7gtOzJzL2GaSWA+Ac/zjp5geQd9bq5adJPvrRx7+eq7qsWAiYcOci2to/k26+X6ENS20QCvuRVgo5eyLy07vLyJYsM66KYp8yhJSnJUEVRxt3MZQuwDn5Wczodhh/fYr88J+oDodgHX7XejVTdQFd1whlZiNHnOYuKOmMc9xjyHcvh7KolNN3LGlfG/JrucJHQh4cZI3IsPH9txhTPsUzeRJy5cpqN1U+H2wfQLRdBe2ANrvDkp/clU26YJ38fL2mFoWmuZWc4RChFk3A46nyWRTCJePpvEEmDwGv6zEm1NYliNpS403QsPB9/z/kJ7cDoDodjurWGzn2Ive3DbfCuXwaK1PuC72uS9J5A9sR+AwbiVnjW6Ahjan1hW39Ght0dd5ll122XvLUiL8vEllZIFCRIDx9nTu+jZkCb0+FAccJrjxd4dUy5HI2qixjpHQD1bQ5MhJ1Gw6nUi6Z2lhoGubhR2Ae1gP9h+/wjXwdY/IkxNopqgTwLchvx0AboCs4599Ntvm+FQgUuOLuA3ZRdGgB86rIIJ3TI01R5ncIh/FIc6NIFErhaAGcDj0w2kxAzPmksMo5+kEyRkuUpRC5lbByNlhZ5Kh+eHY4ATF9DABi2a9IJ48QwXqNvliWTc7bCm+PO5E/voh9ylCSRAn1fAFtzECcfS4Gw08gPRfH2wHLgaCWRZv9KbLd/kDlKIRYuQLjs6l4PpuM8fVX1YrDAZTHg3nAQWhHd0cevA9i4vWwYhXO4bcjOh+OWvYbcuxlkFiMzMXRvNE6d2gXugY+Pyri9rRTsF5vKaVAI0/Ykye8ZrOtJPrUEJAydfQ9L0RfNQv508uIOZ+UPyOBJtj9PyKe1QFFXvmZ9IPk0TclK0th/110bujtoWk4h1SbbkfSiEZUhVr3ztvW0RiJqj0WrA6y9wUSKWHc/XDvKzD154rbtG8BHz3iEPGmq5zohRDIXNYlU+k0yrYIBTeuJ1lQz5NxfG6T7CWL8Y8ZhWfMW4jS0iq3Vz4f+YO7kz/iKMwDDqpQ2SeEIGP5eWqM4J3PBHnTTVNedGyc4zv+QMmky+Co+3Ci7UkFt69Cn7R+hEI+pJ1FLvzSjeis/d2EW2Kf9goJUYJEEczMRht1LlhrfR/BZtinDychm+FsBudvAL/M49EhbnoLkemoNw/5JPL1M8HK4pwxHCvYGv3755DfD0XtcCLmwTeTzOjov/yE8eUXGF9+gT7zj/UeS/l8mAccRP7Qw8gf0p1IWKC9dxnCTKFOfg61fDpCSsS7V6COvBflLYZQC5LedtSZZlsIlzwFgqhwBOX3V6igakjPYn1hS19jsT+PPuwwWPprYZlz8XfEAztiWg45x8/F/6fx/lcVX/Q1Dd76j8N+O7jR7/VhS1/j5sC2fo0NOp33d0Ejiao9UlaQnc6VHLMP7NoZ7nul6u2O3lcx9EYTnVy1+xJCIPM5RCJOULlC6GSi5tcY1tPoX/8P5x/nkxDN0LAJpmfBommIWTnE0IdhXvWpFBUIkj/4EMxDDsXc/wBUKIwQAq+0iC9fgWkLPNYqmpoz0b74P8glXLH4qS+RiOxc69LtcMhAX/wNYsz5hRSe2uFExM/DyzZoiX3mG5TaQYKGjeeLBxG/jSx83ulxB5lOJ5HbwtkhQyqCienIMQPBtsDwo9rsg5gzGVaAKm2OymyH+P4nt+XLeuCEI5gHHUz+sB6Y++0PPvde9+iKwLwPkB/d6m5Y0hnVrS9i8n/Kv7t+40nkjbohUFIiDR0nFEGFQijDU+ULQEN6FusLW/Ia/VqOwKLJyDfOqPCSoTodjnXaKyRVlE9/9XP6rVWn3aMh+HGIjV9b/33X+Dtu/WjQJOqbb75Z/46EwOv10qpVK5o2bVonJ7cl0Eiiag8lDO4Z7uXg3QRXPQ5LV1W9nRDwxysOEW9qg/sUQhDxa5CIk168HMe0KvaPqQJhPYs+6XbE7IkQbI59xnBEZiXynYvhzOHw1gBXAxUHJ7Uv8pPvoLT6t1OlaVh77EX+4O4YB+2FsXQ0YvqbcPhdYKah2Y7w7hWocFvsk54l7oRrrcEJhXwY2WWItwZANoZ9xqtY3mYYc8YjP74NZ/dzsPa6GEvp+BZ9ipxwU8UdaAbOqcNIhXbAdLZsSwhD2gRX/YocegEstGExsAjWw5kLsDt0JH9wd8yDu2Pt2q1aB/qglsWYNsIV3q8NXwT79FdJGq2xN8VUVAiEJsHjdXsrhsIFoXh1aEjPYn1hS12jT8sTXDIV+dqp7rMVaIJquTtittsZQ3U6nFUnj+WMu4JM/qn6/Xz4sMNuHaqOgq9B4++49aNBa6LOPffcGmuidthhB6677jq6d+++4Y0bsdVDKJOb+ugsXKGxdFX194hSkMlDZD0FOlIKijxZsqYCoxhKmuAxJN5ciuTKLE425zYTrgKmI9E6H+GSqNQytNdOc1Nftgl/TkTtdR5iyv04ZzxArt3heG6MoT3VF/7Io+boiBUVhczCtjG++wbju2/gMVDNmsLuB0LyXVBfwfZ7wIlPQ7gVGRXaaBGz6WuO1vMFsLIk9ZbYpsLf/ki8Z3bBCrUDIfBll5YTqHYHoA6/DTH6PFf/M3oAwXM/IC6LN3tzYbFiOfr0aejTfkP/5WfEb79AdsPGgMrvx9xrb8z9D8Tc7wCcdu1qdLyU7SPc7Rzkgq9gYfmLnXP846S9bbA3MgQlNA2hazjBMCoQqJiya4zVbzHYeCDaHoygW0U7aAqOrwnah9cjf3oZ1XIP8rZkVWL9+1kVr9prqhGN2FTUOBL11ltvMXz4cObNm8dJJ51Ep06dANfJfNy4cXTq1IlTTjmFOXPm8Pbbb5PJZBgyZAj7779/vV5AXaMxErXxyNgBjrpWY1bV7cowdJj+sk3IqDqsLqWgSKxCG34czkE34OzYEwTIP95BfvEYdu+3SaQMVDxRppuyK42KPmnim/8R8qNbyhdqBs5pL2OF2qFbpWS1ErKO4Ua7WA1SI24G0X78Hs9HEzE+m7xeL6ICQkD7ELQA56x/kdj1cGy9dg1s11QgplK5MsfychKg6xpelcL4aQii5e6QWYWYNQF12K3w6T3Q4y7EqHNxdj4dc+c+pOz1sNNNhVLIpUvQZs5Em/kH+ow/0KZPQ1tWg+8JUFJi77SzS5z23Q9rtz02qtmvR5oEVn6PHHdZxd++pDP2yUOIq1r0ZpPCrbILBN10nc+/wahTVWiIz2JdY0teo6FBJDMLpfuIG+2wbEVUT6HPn0S+3eEknQh3vOTj6THVv8D9MsyhWWj9EfDG33HrR4NO5w0fPpwhQ4YwcuRImjRpUmHd8uXL6dWrF+effz59+vRh2bJl9OzZk65duzJ06NB6OfH6QiOJ2njousbYr3wMvK/qtNLA4xX3npertry7yJvFGNUbZn8EgDrleRASMWaQu0GnwzHPeJ3SvL+gmyK5xh7BvY0NqQim/0S+0at8x94w9tlvkRBNEYIKrVSEEG6gYe3HQCm0mTMwpk7GM3Vy9XYJ60BpOnanTtjb74C1/Y7Y22+P3aETqmnTtW3CK2B9Ng5+LY932nA3dSVAHfcYNN0eMbIvZFajmu0MPQeTt0TdESjHQS5bijZ3DnLeXLS5c9HmzkH7cxYyUX1PunWhBLBdO0RwAbRW0CGAc9HHxHLGRkd23HThj+Xl7b4Iqt3BiJnvuRuUdMY+dRil5vp74q1tT6CCIbdKdBNCFA3xWaxrbOlr1DWFUrJCqtZriEJro9XZILsNkJhVFOEdvpfixZstPHL9BSpb+ho3B7b1a2zQJOqYY47h1FNP5eKLL65y/dNPP82YMWMYP348AI888givvvrqBrVUDQ2NJGrTYCof/x2h87+3Kt60h+6heOkWB6+oXtypaZKosxht6KGQWMdcMdwKe+CnlGqtCyRICDflJhIJRCKObucJJmcgR/UDO1/x88Hm2Ge8QkLUvopNrF6N74ev8X3+IeKzKRCrXbm0CgSw27XHbt8Bp01bnJYtcVq0xG7RkkDnDhAMVkmiNCkI2UvQ3nRJk7vQcNOTApzjHiPbYr/aOUBns8gVy5HLlyOXL3P/LF6MXLQQbeEC5OJFbuuXWsIJh2GXrojgYmgtsc97lmywGYHSacgx56GO/T/SzfbdOBuIMrgO88vQRp0Ddg779FexfU3Rf30F+dUTOLv1xfrHJSTtym1yhFZmcuoPoIJBlD+wxn90k9FQn8W6REO/RiV0fvvLS+87Jctj5cuP2Fsx5EaFX0tt8Ldu6NdYF9jWr7FBa6IWL16Mbz39p/x+P4sXl/c3aNu2LblcDRSljdimYIgsN/b2cOmpBuO/FmTyiqP2hmZRG5/Mrncgs22HUq0VRedPRf5vJ7DK7h/Ng3P+Z5TSvEIUSSlQUkMUFSGiUfzmKuSbQ8EXgnwGp+cLsOpPN7WXWob8djD+/a4l5dQyjVRSgveYgxGLb4f2FqjmOC0HIca/iJi5GFay3uiKSKfR//gd/Y/fq1yvfD6iRUWo4hKcouIyD6IAyh/ADAYRvtOR018CJw+yjEDt3gfz6+Uoaxxey3YbBedyiGwG0mlEJoNIpxClpch4qft3LIZIb1jUvyGoQBCrSxfsrjtj7bwL1s674LR1tVthPYUA4nYILIUKdyV03mRsYZDLbNpA5jgOCdmc8OmvgG26InJTEdy5N0aL3bCa7FyRQGkSITUIrEWc1qTrGrUx2xSEstitg+LrZ70sXCFYFYcubSDkt/FuYNxpRCM2BTUmUa1bt2bcuHH06dMHzzpahnw+zzvvvFOh5cuSJUsoKiqqsxNtxNYDQ+Qp9uc55wiJEALLsmvcacRLBuZOKSdQ4EaV5n6Kt+MJpKlM5JUChaDU25Sic4eijb4EZ68rSatmyFAnfEdKxOyJWPtdScqqvQ5HKUXO1vEecjNy0t0gliGX3g97AHuAan80VslJ5H+fhz5jBtrMP9Bm/+n2q6sBRDbrNlJeq5nyhiA/eRUvVdlX1h2UYbgRtI6dcDp1xuqyPfb2O+C0au22r6kCCSvotq8p+7FNR8PU16TXauf3VRVcItUMZHm3+5Ttw2i2D6bpgJRuus7vRwWDOIEgSsjydF3jZLrNwnFcG4PtW4JoJQr3RyOBakR9osYkql+/ftx1112cddZZ9O7dm44dOwJuT70RI0YwY8YMbrvttsL2EyZMYLfddlvvPlOpFI888ggffPAB8XicLl26cNlll3HEEUes93MjR47ko48+4o8//mDlypW0bNmS7t27c+mll1JSUlLTS2pEPaO2Her9Whb/3PeRo/u7CwJlWqLUcuTogfhPfQE6nkDarjoi6jiKGFGiZw0lbXows5ab6jOOQe94GIl87QnUGmQcL3Q6Hm8uhfzi4cJy1f4ArKNuJ2H6YLcDy6v5TRO5YD7avLlo8/9CmzcP+dc8tCWLESuWIxrIyK4CQeyWLd00Y+s22K1bu3936OQ28K3GamD9O63781wblSoQpcRCIiIhVCDgEieprUWcGsZ33YjNA/eFrfE3b8TmQY1HyD59+pBMJnnyySe5/fbbC3YHSik8Hg/XXHMNffr0AdzI1I033kiHDh3Wu8/LL7+caf/P3nmHR1Gtf/xzzsz27G4Sei8CKgiIBZSugCIqgoCigCh47b3ca7uWn/3aFRGUqoCKIthAQVSwIaIIKhZAQER62LStM3N+f0yyIYRAgAQS2M/z5IE9087ZmZ35znvesmIFt912G/Xr12fmzJlcd911jBkzhm7dupW63fPPP0+HDh245ZZbqFWrFqtWreLFF1/k008/ZdasWQQCgbIOK0UlQsOE0Fr7g78OauRCQCDGd7V9pHasQzbeszCzLMWOSIF9RncgMjMJp6cjcnMQOTkoIwE7TQl6C5xNw5YtzKQUpOlx8gxXCd8pXRiIDYuLtYkda5FGBCE8xW/cDgdWk6ZYTZpSwsPISCC3bkNu3oQ3Jwt27CCxaQsiFEKGdth9DUfQInmQsx2RlwcWKDSwVLEyNkrT7LTMUtrJIH32NCAeD8rjQQWCWMF0VLDg34wMrOrVsWrUxKpeA3x7dsKutBRO1Xk86EE/htuH5tCIxQqsf6mHaKVHSrsWa+pUpajK7HPG8uzsbL766iv+/vtvwPZ96tix4z5P3S1YsIArrriCUaNG0atXL8AWZBdffDGhUIg5c+aUuu327dtLRAguXryYYcOGcc899zBs2LB96svOpBzLDy1+PYLz19dRzc/GDDYGQMtZi/j9feIth5BrlHQaLgtCgFAKkZeLyM2FWAwPYZx/zADTIHHshUSUG7/KQpt7K+YZTxRzQvfrYfT5dyHWfWHvMFgfsu3fAIG6mP1fJYfMfX4D3jU6T5MCjxZFWeD450uofwpi6WRUnbZQo5XtYK67EZ8/gtnrEXJUxRXZLS/2uZD07hDYoqmwdp3Xi+X1k2d4mf4pfPebpEUDxfDeioA7jiYOXgr3w/W3uDPlNUYpBRHDRVauxpqNUKca1M60SHPGivk7HgpS57HqU6kdywsJBoP06dPngA88b948/H5/sak7IQT9+/fnv//9L6tWraJZs2a73XZXAQXQunVrwPbFSlF1yTU8eI8dSky5SStoy5Z1cLW8hPB++DMVUug3RVoA6Q/gjufh/P195PLXIJKNA3C0PB/51lDI3YT29lACF79nh+QLgbQMRIGVTDXvYxe9/eND5Of/B+EsRCwb6c5gn6q+CJ1QvkSXdmQiSpFmbERuXQ3bViK+fQHV4FQ4/QEEAvHWRRDNwhrwOuZZT5KTcFd6AXVAFGYP1xzgsxNg2rmcJBaSH1a76XfXzmHtgsenCcb920XvkzioQirF3pFSkB31MuC/kuWri9rr15DMfETSsFoUZe09UWuKFJWJ/XB4KB9WvAQaUAAAmbNJREFUrlxJs2bNkLs4qB599NEA/PHHH6WKqN2xaNEiAJo3b15+nUxxSLDFUtFbqWlahNl/AbUrloKoy4+73dnw59uwZS1y1buw4nWI2EWKrQ7XJ3PQoBQ5BAn0n4RcNoVEuxHkRXU8jXvjOt0BNY8lz92YMr9IC42cqItXPxZ8u0Lgc8OQXm46tjTQ3r8KOt2Cylplr7r+G5hzM+RthvA2e/vQn8Q89Q9PAaVJhJTgdKO8BaLJ5SqejkApwoab8+8pmRdIKbj8f4IVrzrJ8KREVGUinHDT+3bJ6l2S8f69FXrcJPlxvBuvfuDRoylSHExKFVGXXHIJQgjGjx+Prutccskle92ZEILJkyeX6cChUCjpnL4zwWAwubyshEIhHnroIRo3bnzAVjIhikyClRld14Cq0dd9RZphLM1bbIyFbeWJiRs5cALitT6g5YMIQDCIOv5arPpd0aSbtJ2EikltaH8NaF7SjVxM3Y/V7EyU7sZrxJDKwHDs3R/vl7Uawx8RxHd6xi9fLWnX3MHzIydTY9YZiN5PARas/Bi2/JJcT53xOFbj03HoXvY/49LBpfA8Fk7rFUMIO9JP18DjBY/b/ncPDu1CwJz5glh898uVgkkfCR64zHtQHIwP599iIeUxxhUrtBICqpCcfHj3K8FVfb0cqhDK1Hms+uxufGWsVrf/xyxtwd9//21ncy64CRX6QJUne6rFV9Y6fZFIhGuvvZbs7GymTJlSIv1CiqqFlshG/jIdrdmZqHS7tJAjbz2snINodSGmM1i+BzQTtoUndyMICU4f+E1EvTqQkJAfhljMLn6sFKbmxRHbhph9A6L7/RgZzRBGFO2vhbB2IXrn/2DsoY878iS3jCouoApZulLw6e91GNT+euS3o6HXI7aIKiStFjTptkcxqSdyEFYMw1UdhUCg0GPbUNJVJoFXoQjs71gKWyS5PeBygdsFTtc+3O0Ef6zf8xor1wsShq3NUhx8JAqLovMpBXy1fM/bzP9ecFkfcB2y+ZEUKfadUi/XTz/9dI+fD5T09PTdWpuys+3plEKL1J6IRqNcffXVrFixgvHjx3PMMccccL+UqhpOd5ke2/KRl/BjmhaaJknXc4ib2n47Xx9qfFoY/edJiHl3QKA+jFwACMSEbpC9HhHJxmwzgjzzwC1SmiYIWlsQk7rbAgpsARXLRXx8KyIRxjr+SvL16hCPIyJhRDiM38pDfHQLbFyGeHsI2sBpkLUK8fFt9j7cQdQJV5eajyorx8vG7btdBMCrcyU9rupJ9XonwntXF1+Ytxlm34To9T9yTV+JF/Y0LQI/jEH8/j5y4DQirrp4Yv8g3r4YdfS5cMJVu83mXWEIgZASn18Hp4M8Q4LHjXK6QNeLIrOiCqJldzrXNEmbozxA6aKrXXOLRDxGfrzifWzK21lX0wRBGcJUOtmGHT2ZpkVw6SbZRhrGIXAb2pcx+vUw+qbFmLVPJsfw2eNhOzXT67EnD5Ia6QojFieav28VAcqLw93pGg7/MZbmWF6R1qjdZ8w7CDRr1ozVq1eXCCP/448/AGjRosUet4/FYlxzzTX8+OOPjB07lhNOOKHC+lrZ8Oth5KJnES+dQNDciNOpETQ3IF86AecPL+HXq+YPRCHAWxA0kPM34pWOiFc6QnaB2cFXHUuVz6/BQQKxcUly31bfl7Fu+ANq2EJcLnsVh2ZhWQpLd2D6g5i16xKp0xDrvMeg7tHgTUe+eyly/l32Tr3VsdpcTMQqJbO/gPy9aIWcfLDS6sD8eyB/i93Y8SZU8972LtYvQv/uRXx6cVOWpkn02Hbk8qkQzUZ7+2K8G+ajvX0xRLORy6eix7bbDuwVhZQIXUM4HQi/HzKroWrXhkaNoH4DrMxMTLcXS2pY1v6HtpumRYeWimDa7pc7dBjcA+IHQUCVN4XiXhvXEf3zewjq+aTpEVw/T0I+fwyB2J+V2rrm18M4Fz+NnNYXx1cPE3RGCRob0F7pwBnHbETbQ9+vPk9hmlXvnKU4sjmgO6phGHz88cdMnz6drVu37tO2vXr1Iicnp4SFa9asWTRp0mSPTuXxeJxrrrmGJUuWMHr0aNq3b79f/a+K6LrEGdmIWPAw5G5Em9gV/6YFdr25vE3IBQ/gjG1B1w+ZPt5vwqaHSNPzsM4bZzfkbYY8O9rS6vsy0aP6EbZKt6TouzxdNE2WOi0cNXUi9U7H6j8xue8diTTMYXPhmHMxL5lHaJdCtkoporjIrXsi1tBXINMBNWtA7UbQoA3mRW+T56xru8Tv7rgKamXsedaqTVMD79+foE67H5w+1On3Qzwf0bw36uhzILMp1olXlYhUNE2LsLMW1tmj7ANEs5Ef3QbRbBAC6+xRhJ21yieMvCBqTui6LZh8aYjMTKhRA1WnHlaDRpi16mBlZGC6vRQ+OcvTPcnniPHxk1YJIeVywruPWKS5qmbJKZ+MID+9G7LXI38Yj/7ZXbiWjkHO+w/EctBmjcTvqLxj06VCrPkcAPntKBzvj0Sb0AXyNlPtpyd56cbdO7Jd3U9RO9NMJclMUeUo8+zz//73P7799ltmzJgB2A+Uyy67jCVLlqCUIj09nenTp9OwYcMy7a9bt2506NCBu+++m1AoRP369Zk1axbff/89o0ePTq43bNgwFi9ezO+//55su+GGG/jyyy+59tpr8Xq9/Pjjj8llmZmZZe5DVcQwLCLu+njPfxXxziWQuxE5pcCZXgisAVMJO2vvc7bwykIMD56jeoHuKlY7j2ZnEFUeSnM6DTjCOPI3EPY0ImI60TVB0FiP5UgjZKbv9uYcNl3Q+Gw72st0A4oQGfjPHU9uwlMyM3YBdlLQvyBnHUgNHF7wVEPUzkBotSGagISBSMQL/KlMUAplKVxOk94dBHMWlVRSQsB1/RW+FfOwmt+HGP4JlplALnoepAOr038QKHLMtN2OJ2450Gq1x3Xy1cjFRb8h6+SriNVqTzyxj8JaCJDCFqJC2mLI5UI5nfaf7gCHw7YgsotlqYIfhsoyaVIzytJxLhb/Jli2Elo2ge7twK3FMMtYcqeykWu4ST/jSbScDYh1XyCXTixamNkM88IZZMfta7UyEkr4SL/wHbQ3z0dsWIz4/X17gRB4mnfivLoGxx+j89hUwYq1gnrV4d8XW7RsaOIQB14WKEWKg02Zk22ee+65dOzYkTvvvBOA+fPnc+2113L55Zdz7LHH8uCDD9KzZ08eeuihMh88Ly+Pp59+mo8//rhY2ZeePXsm19mdiCpMg7A7+vfvz2OPPVbmPuxKVUm2mZkGcuHDiC8fT7ZZXe8m2v5W8uNV0zMzOZUxqXvRFF4hgfqYl31OtqyFaSqkLKqNFXCEcXzxIPK70ViD3iDW6Ayc4Q1oE7qggo0wL36/VCG1r3i0GN6/5iJnDLEbnGlgRMEywJmGNWIhOZ6jMCwBCNvqZJqIRAIMW1wZccHz0xJ8vsQiHlckEgq3Cx64zOTEZgkCjnxyEy7sB6WDhGFPdXqcJqZllvr81KQgzdiINmMIREJFC9xBzIHTyHPUsdMwiEJhRIFZzO6nKhRKBX/KYYskdIf9fyn3K8N0Rfth6LokYrjYEpJ89ZPA71V0bgNeRwKNUkL4ypHyHp8QkOmJI59rbidXLcC6/R92JPylivuKZF/G6NAlgfxfkWNPLmqsewLGsLnsiDgRQmDiIJaQOHQLp0wckjHtyuHuLwSHboxCHJyMLJU62eamTZuKlXH57LPPqF+/PrfdZjvUrly5kvfff3+fDp6Wlsa9997LvffeW+o6r732Wom2nQXVkYimSWT+P4gfJxVrl0sn4Dr+UqJanUOe/Xd/8OsRtBlXJAWUOvclEBLx3pWQ8zfae//CP/BN8vAQVFswHR6yDT8O4shfpoNSyLcG4+p4O/KHVyCyAxHNRmatxJF5EvH9NE64tTg6CfJMHy7NLPre02pjjvwCkb0e+dqZEM+DlbNxtvkXiQKrmVIURP3ZEWhCgERw3U1ORoYVf61P4Hca1AkmcIsIJOLkGQ6EBnkRnemfCr752fbzOfsUi54ngVuPoAofOgViSEpBmrUN7aPbweUDdxqqaQ/Ems9A09C+upe088aQ56qLiUBJzXbultJOMVCQr63oRrcbsVQJHnS7IgTkxd0Me0jyxfLCG6VA0+Dhyx0M6SlwiMo7/bU7fDIC308qJqAAmP9f/N0fItuqvKV6NE3gT/xdZB0v5J8fkJ/dR6DzPeQYPiRxPAVPH6vq3apSlAFNk+TFXezIleRFoW418BykF5uDSZlFVCKRQNvJK/Dbb7+lY8eOyc8NGjTYZ7+oFPuOlIKg9Q9ivO1nAKBanI3448Okj1RwxEJCsnaleLvbF3ISHtLPG4/22hlYHW/DajkQaUbh7Lidvfu8l4kLD4H4OuSELoimPQn2fo6QlUFwxBe270X+VuRX/7N3KCTWxe+Sn9F2vwWUR4vj3bgQNi5FnHgtOYaPzP4TUB/dBqffT56jLmRUwz/sY1i7gHjbf5G/h+hIW5goNGKkeeDUk4venEzhxhYAkvXb3Qx8XJKIW+jSQjcsli9UTPsdxt9m4BLhZI4lVfjnqIZq3Bix+Sesvi+TqNMBx8ZvkbMuQ1VLR9WoS8L07/6NsIpdK4UkLCe3jNpZQNmYJtwxVtK2uc5JR8Ux9ymV/KHDJ8O4fnnN9oECyGiK8mQi/lli+0gBge4PkWNUTiGV7o4jX+gO+Vtt94LezyKWT0VsWIxc/CLO9EZ4W19OOFE1reUpyoZCZ/k6F5c8LNlQIAs0DYb2cvLgSB2nCB/aDpYjZXaSqF27dtL3aOXKlaxfv56TTy4y127fvh2vt3yTIaYoiVKA5gZPJgDWgKkk+r2KdX5BklNvNZTmqjLJrH1ahEx3JDk9lyOqoy7/EqPZuSinH5HIQ+RtggvfQrzWB88vk2yxFNmBWDEDLXc9UkrCrgZYfV4otm913AVE63QhYnn3K8TVqYN3+w/INwcgFzyIc8koMtwxeOtixDHnIt67Cr/aQcJykJtxPLF2Vx9QeonC6vN5cQdDH7IzO/+1VfLnZp0/Njv5baOLj3908dyHXpQ3DdPpwtQdWFLDRBAy/JjnjsU6fxL5NU4mJ6aTX+NkrIFTMftPJmQGqsx1UVYiCQczvyj95P7fREk4UXVyxxk4oFZr29cusxnmpZ9iXvQuqlEXe4V6J2Oqyhuelx9VWH3HgtSwBr5B5NihmIPfQdVrj6rdFvO4wUSMqpImNsX+IARsz3fR+7YiAQX2i83kjwR3j5MY5ViB4lBTZp+oF154gdGjR9O1a1dWrlyZjKwLBOwEfjfffDMbNmxg+vTpFdrhiqYq+ERJKcjUQ7DxR/JrnkLEdOHVYng2fYVV5wSyrYwqYYXyaRHcv05D/jAOY+gccskkYG1Be/UMrNPux2p+Nkpzom36AfnqmZDY6e1FSKyLZpFfqxMGTgLxdUlxVbSOIOus6cwNnclJrX1keCIlUmrsCSkFQbkDfcpZRVnDHd5kP6xTbyJx6h3kGKW/PAhNJz9mPzR8rgTKLG4S290cflbYR8tLSn+/yfDDD+MMPFpJvwYhwKFRzPLm1CFhikMW+VSRfhjrs3ycfEXp31WaB5ZPNPHqFffmW97jc8sEvuzlqPQmhFQ1O3BHz0FuXEK0VkfyzVJSaFQgdl46k+0xH0opNE2Q7ooRjikipqt4/7U4Pj1GOOEkYtlT2Ol6DiiLkJlRaSPwUj5R5YMSDu54xcXkj3b/ciMl/D7Fwu8s/xI/h8InqsyWqCuvvJL+/fvz448/IoTg8ccfTwqo3NxcPv30U0499dQK62iKIixLkfDUxmzSM3kDC5su8uqcVmUElMOh4c5bjfzoZtjyC/qUswhGV6NNOh2yViFnDEWLbAHNSTizLarHg8W2V+eMJl6/GwlcBGWoSEAJSbjTg+CrAUqROecCetddzAMTFVlhzz5ZpCxLkW1lYAydA9ULghkKBVSH6/cooKSU5MZ9PDjFTZfrdbrdoPPEm27yDd9eczXtbeoxOx9KSzSpVMnt4waV9sF1oPj2YvirUw0EB9/p5kCS+0UtB7npJxJS1ZL5tEJGgLw6PQ6JgPLrYeRXTyIm9yRd24HDIQkaG5AvtMS7fh4erbjPWdR0siMRIGLZ96bC/pdXcEeKyk0kofPZ0tJ/AJYFazeVvSpJZafME9NOp5NHHnlkt8t8Ph9ffvklbvfB/4EfyVhCB4qSLsYMO9T8UKNpkkjCSTiuYSnwOC38rjjGTqmWEwmTuL8pzm73IBc8BFt+QY5um1xunfUcylMdlMIT/guxYKeozzYXIdJq4opvxindCDOOOvFyxFdPseO89xi/4nQu7n8BdWd2xgw2ZaPWkjnfagihePIqB4KyF6YtdAxXmrO4bHF4S/2mpRRsyfXQ6VpJ9k5GzSffEEyaI/jqRQ/pnnCpDxS/V+F1Q7iUiO9TW4Euyycp4c5RjoXsXO6psuN1mRzfXPLjyt0vv/kChd+d4GBlPLCEg0jCyfottgWwTjWF1xFHWfvWATtPaNE5UIqigtgHEadDw7l1WTIKWJ/ah8C5Y5Gv97P9D2cMxXvLWmLKXew62vWaqiKXU4pyQApFYC8uez7P4fNiVy4ZGQ3DwO/343Ck5rqPdJTQWb3Zw/n3OjhmqKTlMMlpN+p8usxNQhWfB881vCROvhHV7rJi7VbnO4i1vBjTEUDPXVfMyqT6vgzH9IU3L0BMOgOZux6RvQ7qn4J5zXLunX8a/xnn4ezHm7NxwDf80WUmXe6ow45cmP6ZILoP/hhCCNL1bLRpfRGbf7IbNXt7+eXjOJeMwr+baaK46eTGF0QxAVXItmy46xWBoUrvR5ozwQ0DS7/BPHqFhUs78AgXp2aSoe3At9O0YLojjwy5vULN3+WJV4/x2j0W1XZTJeqMkxXnnGoVE+8VSQIPz85wcuwwSfcbJB2vkbQbqfHx9y4MVTV9QOIJk3j141Hd7rYbNv+MHNepyHF80OuEzdJzqqU48khzJbiyb+nXQ410qJ15+FwvZRZRCxYs4IUXijvuTp06lRNOOIHjjz+eW2+9lUSi7G/4KQ4/pBRsznbR9XrJkt+K2tduggvukyxc7iiWVVxKgW7k2mH4O+/nj/dxKPvBrpx+VP1Tkz5QRotzUbmb7bxMobUw/SL4+HbEmwP5KzeT0R/a02vLVwu63XcUnf9jCygAw9y3N2KHppCblyE2/gDYPlDWbf9AzVZ2P5e8hFOaJczS4YTO/CWli5BZXwqie4hOUlaCa84zuX6AKlbiIz0Npv7XommdA8+r49RM/KFlyGeb4f51Kml6lHRHHvqsS9EmdiedrVVCSFmWonYgwncvWzx9veL0E6BvJ/joSYtXbjdxyYMTBWSYgolzJP+bJosVlw7lwSUPS37/21GxJXcqkFzDg+p4K6r1hcXarTOfItKgV3LaLkUKAMMw6dvRou1uio5ICRPusPBV4qz7+0qZp/PGjx9PtWrVkp9Xr17NI488QoMGDahfvz6zZ8+mdevWXHrppRXRzxRVgLjl4O5XRLGHyM7cNlrScbQTj2ZH46Wz1faBCq21V6jdFjYtS/pIqUs+IuGpjeg7Di17Lfn+o4nGHQRaDsaJQsy5GbL/sv8AlwpTMwO2FPiWr95Q/PintVM4tbJbJeIGhGt0wDtgKmxcQuKU/5AXcxMcOgf9nWGY57xEjhkoYZbem+HDNGFvabycIsKdFzm5aZCDdZvA7YTa1RQ+RwxlHbhlJc1lIj+4Csw48qNbcMWyEX99jVg9DwC5eBTeU+8krwo8IE3Twqvlc0kPjQu7aWhSITEOqD7fvpKVo3jyjdKj5u58WfLO/2noouolRdI0gQhvRfxZvESXXDoBV8uBRETldRZPcWhwaxHee9TDzIWSl94VhPKgc2vFPZcoaqWXzz2sslDmV6M///yT4447Lvl59uzZuFwu3n77bcaNG0efPn2YNWtWRfQxRRUhburM+bZ068XG7ZAXsS85IQArYWf7xvaBMoZ/itXtHnvlRNgulwKEEmnkBNoQNe0psFzDi2o7zHYe34la1XUeGZ6z22NrGjx2lcK5j9NgEdNJuOEZxE/5NzmGN+lsnhj0FjmOBhi7yT/kdljUrV76PpvXB4e+94eOJI5Pz6dVg3ya1szHq4XL7eYTirowh8yBjKb2sT57ICmgVOuLSJx6O3mJyi+gdsYwTDuRn3XwM2DnhgU5ewg2WvwrGFbVy42kSUHQ2IAY1zk5hUeDggCizT+jT+1DUGYTNb0o6Tggh/oUhw9KKVwizNAeET56IsE3ow1euCFO3fQwUlXNkkylUWYRlZ2dTUZGRvLz119/zSmnnEJaml0BtH379vz999/l38MUVQYB7G0GqPAma5qKbK0e5ogFWOeNI3rMYHZEHMRPvA7V+xnM4fNJ+Oolt0sU1AK0w6VzEa+fb9/Ud0Kb2J3zOuQz7qYcahZdqjSvDx8/aVE/M7ZfD9eI6SJ3p+SGlqUIxdy7FVAAAXecBy4r/TiPXGHh34cCuRXxkm9ZimxRA+vS+cUXpDfCOvtFshOVM5ljZcXh2POt1OehoMZgFUOIgj9Z4AP1BsbFH2B1vQsAS2is2yLocr3G3eNdZMd8SFk1py1TlD+GYeLRonj1CFLFD0uLZZmv9oyMDP755x/Arnn3008/ceKJJyaXG4aBaR4+JroU+45LM+jfpfQfSePa4HMXTWeYpkW2Vo9w037km3aseq7hJdzyEkLU2O0+/I4o2if/QaxbaDe0vhC63QWNOsPAKWTOvYRLOm3m+//7nuwZW9k0PZt5Txkc3ySC5OC8ARmGSe/2Bo9fZRULwQ/44MWbFacca1SKAtF+mWOX1NmZ0DrEj5OLOZun2Dt+r6Jd89KXX9bHjtKrahT+RtXIL1CD3yFc93Ry4k6y29xCfq/RrD5tNp3/U5f1W2DCh4KTr5Bsz/ccNuHrKVLsjTLbl48//njeeOMNmjVrxsKFCzFNk27duiWXr1u3jpo1a1ZIJ1NUDTSR4IGRDmZ/K8jf5RksBLxwU2Gqg6J207SI7JK9Nmw4KC1VQ57hIf20/0P76ytUk+7Q5mJEOAt19DmI2TehBk1Dm3c3dbrcAQv/jbdxdyKN+xA27PQbDodGIlEk9jVNoFTJkOwDxSGiDD9DZ1B3J5uy7AK/tTIVvv0Id68I0p1h9JmXIlbPBUA1643Y/jvsWIP86GbcmgPV4gLChyAvUVUkM81k/L8tOl+vl0hN0bAW3HaBCapqvmSapoWR3gThq0MkTxGzXFxwfxrdjruUiXM9bA0VrZudZ0efjrrBcdjVSEuRYneUWUTdcMMNXHLJJdx0000A9O/fn2bNbPd7pRSffPIJHTp0qJBOpqgaKKWo5ovy4wQ3f/4jAFugOHXI8FvUDMQPONzcshQhWYP0EQsx0RFCoBNHvNAKYrmIKeegRnwOc/+DWDoZsXQSnmFzMGp2xqXycYZWEgu2IM/woGmSoLkBpE5I1ix/PxrLwKsbNN3p3UIdAgPU7vI+GZZEO/pcxOq5qNYXYZz5DNKIoE3uAfmbof4pJCgfnyhpxbFkkVDWNYEkQdysej5CpaEbebT8+T8se+4+nnovkw8We3A54dLTcxjeZQt1l71s+9XFq5afWSFKgdLcQIRoXOPbFfDtit1nOn3vK8GT1+j49JSISnH4U+ayLwChUIgffvgBv99frG5ednY2s2bNokOHDhxzzDEV0tGDRVUo+wKVt0SBiYNla5xc9aTkL7s+MulpcN+lioHdDByilAySu2FPYxSiyFfIr0dwLh2D/Oy+EgtVk+6Y50/FUDrO755FfvEo1hlPEG9zGY74drQJXUF3Y176KSEqQEjthYo+j5omCcosDBzkFPg5+fUwTmkQV06cW3/AqNGW7ISvIGJyG8KMsVE1wbAkDs3OSbW/30tAz8f523RUq0FkxdPQpCAQX4vI20R+5olEDwMhFQx6EChk6E+0KWcR7v8O2z0t0YRFjb/fQl/8PObgmVU6Y/fO1+n2sI9WeyhLBLBymonfWbWKzFbWe2p5criP8VCUfdknEXUkkBJR+4+UgtWbvXS8Ru7WGfr5GxWDu0exzLJNZ+3LGP16BOd3zyG/KMqqr+p1wBz8DiHDT4YzH218Z8habS878QrE7+9C3mbbYXbwO+TV7kbsID/UK/I82pa2f9AmdsM6+jwS3e5DKYnzh9HIRc9hjviCiK8pkdhOmeTx8PmPkiffsIuHtmwM911qcXQDA519y+0S0PNxfPkgcvFoVKOumIPeQEQKhGssF2vobPKqnUjMrNpJegvPYV5elHR3nHBUETFty5tfD6NLRSiRVmUFFBS/TiOmh87X6cnispf2DBOOSaZ/YU/9dmkLH/xfNlFj9/eBykplvKeWN4f7GCt17bwUKfZGzHRy58ui1BvnA5ME+fGKydwshQU5xaNDRTQLYRkIIQgl0jCHz4fMo+xl379cJKAGTCNcu/NBF1AVTZoWRn5yB+RuRC4Zg+Pze21r3OcPQDSE9sGVuEWRtSBmubnxBY1hD0mWrbKzqy9cBj1ulkz9RN/nyusCIGFbHsW6heivnYE2viD7vLLAiCKq0lN2L5imYnu+IymgwA6U2BH3VWkBtSt+V5xHr7Dnpf/VO8zjZy3g+QGLuKh7lPQ0+OCejfgWPURQz02lPEhx2LNPlqjvv/+el19+mWXLlpGTk1PixiCEYMWKFeXeyYNJyhK1/4RNL0cN1vb49rlsokUtf9mqd5d1jEFHPvr8O5E/TrIb3OkQDdn/r3Es5tCPCKlMdF3i3/4dcmL3oo0bdyNxwQxC0UNTlqMiz6OdDiIHbfogxPpvii+scSzmsI8JFRSsllLw699eut2w+/eq/a28HnTk4/jsbsQPE3bqmJ19Pr9Wp2Tur6pMZfwtlje7jjGhXPyx1qC1tpBq750DQrK9/1zc9VrifacfYv03qKY9Mfq/SiiRdii7XmaOxPN4uFGpLVHfffcdw4cPZ9myZbRt2xbLsujQoQOtW7dGKUXz5s0577zzKqyjKSo/AnDt5Zmol57Uef+OKQSaSiALo8yadMe6eTXWaQ/YK2xficheh0MXpMX/Rr5VvHQFaxegLZtEml55bioH8oMXApRwELM8BF0GW+K1yLvwE/DXg3NGQb/xIHWsEZ8nBZS9oc7od/dceX3+D6Dr+2a8zrfS4NSbijcGG6DqdyBmVX0BdaTiEDHatVCk16oFugfMBNVmnoFvcoekYFeZR2GplCkqxeFNme+IY8aMoUaNGsyePZtHH30UgCuvvJLp06czbtw4/v77bwYOHFhhHU1R+fE4ElzUs3Qz1DGNwOcq3/A0pRTZKhNzxAJU64swz59KVthBvN1VWD0exho2h7xgK9K0sO2LUziF1+Ph5NSe/Pg2XGs/wq0f3NA5TZM4whvRY1nJNr8eIUML4diD2NQ1QaYnjqYVPaACej5pepSI6eP5mU5k6E8cE05FZv3Bs287iQz/Erb+Bn99Cf3Gwfz7SdOKrEqmBdl5e37ghXLZp/w/ulbgRD6hW/EFoXXINwfZSVMP4TNWSoFbK+6f53GYVaJmYGUgnrDI9R6FNWIBOH1gJpIlnKyTriTR9X5yjFTS1hSHN2UWUcuXL2fgwIFkZmYmM9IWTud17tyZ8847j+eee65iepmiSiBUgruGKqoHSy5z6PDybRZp+5Cpu6yYpkW2rEP8zOcIGX6UsoumRtuMJC/zBGKmg2gcrG73FvhATSV6/NWYwz+xhVSt1liNTyNmlrOZbA8UOn2Lse0Rc28n6Mi3neO/H4Uc1ZJAdDWO3bhoOXRBILYGbdJpBNUWNE3aDtwL7yc7FGHQfYKb++ZQ993usO13ar/TmWu6r8L6dgx8Owp+mAihtUhvOo4FDxDQbSHl0Cz6nLLnmf2ubdmnJKFBt4E29RzbB0pIrEFvYB1/GWD7SGlfPY7vECWg1DRButqC75/5eDX7mkzTInhXzyRd7kgJqTJiWAIrrQ4E6hVfcExfYiqVYyzF4U+ZRVQ8HqdWrVoAOJ22/0h+ftGb7LHHHssvv/xSzt1LUZVQCtI9ERaNsbiyr8LvBacDzu2o+O5li+Z1YhWWqds0LXLi7mL+WPmmNxn5lW+6ibYYhHXDH4Qb9CI/oRNS1TGHz8cY8iEh8+AWUU2T+XZKhrxNiB9fRZ93G85vn0QueBBiucgPriboiCQf8ABBZ5igI9+2qG3+CW1id9JlFo6F9yNXzmHlPw6++1Vw/2Qn27q/bJfqiOyg2qRj8X33OACqVhtUszPh+/HQ8BQSylZqhmFyzqmKzMDu+9uuOdSrbu3Td5Qd1TAvehc8GaiL3yW/QS+MHo9gtRuBqt8Bs+O/yU8cfF80KQVBawvapNOQbw7Cs2426e4Erl9eRc4agTalN+lyRyrr9l5I+ty9OQC2/VFsmXy9H2k7luLUDn1i2RQpKpIyi6gaNWqwadMmALxeL4FAgD/+KPrhbNq0CV0/vKKbUuw7pmmR5sjngUtjLJto8vsUkzG3xKkTDCMOUtmV0sg33YRkHSKmnfDQshQhVe2gCyiAHMODccaTqCanASCXT0V+9YS9sGYr1MCpiHGd8KybjVeP287z825HLJuG6mVPp5O9HvlUQ+SSsVC/PW8usqsej/7Qy/8tOJ1tZ00vftCMpljDZmMGGmH1n0ikUZ/kdwGQ5ozw+fMWLRsX36zXSYp3HrJwa2XP8QVgmJDjboq6eTVmo25EDQfZCR/G6Q9jXvgOITNwSELghcCODrQSAMh3huN4sx9y7u0FHY+DslKRZXvBoxvIHyclfaCsk67EuuJbcKaBmUC+dSF+T+pLTHF4U2bV07p1a5YuXZr83KlTJyZPnky9evWwLIupU6fSpk2bCulkiiqIlcCrJZIfD3WEt6YJTFNhmlbBZ4lpWgc9uWYhSkG24afaRTPg6aZF0YRCoEZ8hnhzEGxfhXxnOJ6zX4T13yCXT4Flr8Hgt1BnPYOYc3PRDoMNcG7VCndB55YRXJu/K37QSBYimk2usyFa7a5E40Vjl1JgWRZ1gmFmP+4iL6qRlQu1MsDrNHDK/SseapiQ0PyFHQA45MWN7eLXdQhethBtYlfI3QjrvrAXZjbDHD6PkKp20K4NKQUumSBiFN2O3bpBQjkwSylyXRkIJ3Qcx4/EsfVXlDONRNf7iSgvgRELkdP6Yg6dTU5Ep7QSTilSHA6U2RI1cOBA0tPTiUbtt9FbbrkFl8vFHXfcwV133YXD4eD222+vsI6mSLG/pDvySDf/SUYGOjWTdPNvAo7Sw/WFEGS68vHrRXmUPFqMat44mlY+6dXStAh8/UyRgAJbXc25Dev8VyHYEAD54bW2gALUUT1R9U9FbdkllcjqTxjSyxaI027fzlmJJ/B//3jBgWrZU3vREHJ8Z4LxtfjIxqkVCcp0sY10Rx6mqXBrUar78mlRO5+gKx+HiB1WeY7AtpgmnBmoo/sWa7faDiMmAwdVQKWL7XhXvW1fD4BPi+Jb96E95ahVbktOdsJHoteTSSfyhCnI8RyFde1P5LiaYFRiEZgiRXlQ5qdBp06deOqpp3C7bWfBBg0a8PHHH/Piiy8yZswY5syZQ4sWLSqsoylSQMkQeyHEHp2A0x156O9djny5PYHYGrxO8Of8jBzdFsfn/92tkBJCkK7tQJvcE+f3L+LXw3i0GN6/5iJfbG1nAT9AIZWmhXEufQnx+YN2Q41jUA1OtY+/7FXEJ/9FXf5F8Y2CDVHnT4bPH0R+/4rd5qth/7v5JxrmfkLfToo2TUy8Gz8HwKrVlg0XLCOn37tJIcWmZcjP7iMt71fcTuzxvHIq+uxrSXdU/hxp5UGaFsG5fCJiydhi7fKz+3Cv+aCYL1pFUSigtMk9ke9dgevnSWR4ErhXvYOcMQxtUneC1pZK7+SenfAVi8JLmILt+VpKQKU4IjigJ4HX66VHjx50794dv9+/9w1SpDgAPFqMYOxP/AU5naS0xU662rxbUeNwaGi56xGrP4ZoNtqErniXj0FO7glGDLl8Kg4jr8S2fkcUbe5tsOUX5IIHcS55Ae+aD5AzhkDuRrS3LiDg3Df/oF1J4ISGnUFzQM1WmMPmYlwwI+kjRbNeqD/nF98oGkIkwsiCdtWwI9Z1K7DOHQNAjY8HMfb6HOatqM7qbjMx241gba8PmflDDczG3bEumoUaOA2x4Tv4fjzapNPxrXyzIPXDJsSvM9Gy/sC5p/wKFYTTUVIcO/SKEQ8Oh4Yrd1WRD1RmM6yRX4C/DmD7SHnMrHKzOJYVOe8/6NPORr5/1UE9booUKfafVO28XUhlLK887DxG2xL0MXLGUKzu9xM/8Vp0FUGfchZEsjAvW0i2Vifp81SIW0vg27oYOe0csIpqxOHwYF72Obm+Y0iYxR/WUgrS5Q60Kb1h12mztFqYIxaSrdUrcax9xaUZ+PN+hWBDsgy7OG1Qz0Xf9gv5rvrkhKLIyDZqbH4f7dcZkPuPnahy+Mew4BHMno8RMgJ4ZRT36pkQqE9+jVNICDf5MScZrjxCiTS8jjimYeLW4ujCwpWzEjmpBxjFhaB1/muEG/Uu5mxeHuztWvVoMbxZyzGrH0soYWcXDsodyNx/yE07mngFpJ7w6xG7huDyqZjDPyFPq0Fa/B+0iV2xut1LtPkA8s2yhegfyG9xZ2sUWat22mkDzMs+J1vUrBR+UUfa/eZw5XAfY6XOWJ4ixaHE4yRZXFh+fj/OL+63BdSWX+zacL/Pwi1K3hiipoNYnVNQHa4v1q56PkYkcGwJAQUFUXtWhp1HypNRfNnlX5eLgAKImTpG7ZNIeGpjWQqlYFuiBt9GTqPLfcfS+MZ2nPJEL16MPsvmS1dDtRaQtwkVzsLo9RQhw45uyzfdRJr2I796B6Kmo0AwRYgYGi4RwTTMgu/CSZ7hJpzeGqtP8Zxu6oTLiR91drkLqL2RFMeTe6C/exnpjjyCcgf6lLOQE7riz16OUzP3vqN9JNfwED/hGsyRXxBS1YjHTbK1OljXLNsnAXWgKAVCd6JaDije3rwPwuE55AEZKVKk2DMpEZWiShCKuTGHzoEaxwIgF79oCyjA6vZfYq2GkW+UFABOzcSV9TPiu5eKtYvP7sUTXlNqGRqXiCL+/MxOFLkzSyfhFeVnqVQ7/QQN5WTUTI1O1+ksXw2mCeu3wM2jJEMfdbHpoqVYl8wjz9+SULz4AzZseYhae8+5pGkST3wT8tP7irWLn6biCP2OS1clprEcFTi955QG4vcP7D6s+hh9xkXor51pn1szDms+w8me/ZOEAL8zVuxt06kZeOWep1xzDQ9ZMV/Sidw0LbZH3AdNQAkBGXoIsXwq4svHiy9bMhb53UtkaKnEnylSVGZSIipFlcCyFDlUw7poVvEFNY5BnXozuYa3xDa6LvFH/kz6QOHwojrdDlJL+kgFrc0lHlIeWeBEPmOI3eCrARlNAWwfqe9fxK+Fdz3cAZMfd/D4tN3/JD/9QfDLejd5me2ImfuXj01KQZCtSR8oANVuBOhuSETQ3hyEn+2kx9cmy864tTiBvBUE9xDJeCBkJ3wkznwGdZxd01CsXQBbfwXA6nYP8XZXkWeWPLeFCAFBPRfX53eRLrKQUuDUDPw7fsSz9gO8+5jb6mCi6xoynoP4uMA3K9gQddl8yGxmf/78QUTuPxUqYlOkSHFgpERUiiqBlAI/Wcg3zi++YOtviEXPJ53Nd8Y0LSxfLVTdk8HhxbzsMyKn3o118QcgNdRRZ2DqvpLh7ELZyRjB9oEa+SXmZZ9DzZZ2myr/6SVdl3zyvdjj9M2Y9wTxMlibSsOyFJZ0oeqdbH8eMIVYzyewLp1vFyi+8E14YxBy3Kn4o6tJc5n4Nn6BfLkD+vw7yiSknJqBWxZZjoQAzdiz5S7XTEOd/XzxRk8mdLxlt+J4Z9IdYfSZlyCWvIL2Wi/StRD+HT8iXzsTOWsEnrUf4pEVH2m3PyQSJlFnTdS5o+10FgOnIBY8DP3HQ2Yz1BmPE/M3IRZLZf1OkaKyUuZX2mg0mkxvkCLFwSbdFUWb1KdoCu+kK5HrFsLWX20fKbcfb8vhhI0ikaEUhIwA6YPeQEa2k+tqTCIuMGu0x3fFt5i+uoQSaSWOFTHd0Kg33gveRNU+nmytHspSpA/9CPnbLOLHXLDXh/u+IqUgErWA0q0O4ahAExxQ3vdQIo30c8aidbyZcHprIjEHTn8r/JfOQ0SyEJuWgWWgTeiK66Qrkd88C93/i/z9AzQrhpRpSAEOoiX8pwotQIS3IeqdTtRyEtRzkZ8+iuxyB0IES+SbSjqRTzyreEcjWYi3LiL9vIm7PUeFJCyQTU5H/Dkftv2BNuZEiGSBZdiZs2u1weDgl5YpK3kJF/rR56O36IOYWOBcvn0l6rL5mLqf3LjnUHcxRYoUe6DMlqjOnTtz33338fPPP1dkf1IcBni0GDvPQEgpSDvAQrPROFid7GkPq9t/SXR7EHPYR7aPVFptVItzd1vwtFBIZbuPSjqRR00H2d5j9/hwjpgu8uv1TDqRFzqb5x87tNwFFNhWidPa7Xmdgd1MguEVuHfKBL8/hBJp5Ga2T4qguCnJdjQgL9AKa9gckLpdv+/rp6HvWLBM1AVvkCerIwUEEuvxrpqBTyuy/jk1C39ouW0BeutCvBvmk+GK2laib0fBlLNJ13NK9CXojKJPH1gkjjveimo1CCjwkfrkPwQcpU/J5RleYm0vxzq9IN9W/hZbQDm8WCMWkONpRsKqvD5FHi2O9tcXiOePKYrOy16PGNUauXJ2pZ6OTJEixT6IqHbt2vH2228zaNAgzjvvPKZMmUJOTsmbYoojG58WxfvnuwQiq3BohSHc23AtfuqA/GrCpotIoz5YVy8lfuK15CTchKxMzGEfYY78gmytbqkRc0pRovCxYex9Si5qOort07IUkUTF1IdUCqoHLbq02f18Xp1qcEbzdciX2+Pbugi3PDBRGk/s+n0oooZGvOaJqOMvsRvPHQ1/L4IFDyEm9STN2kIgsR5tQhfk+1fh/u11fAW+YabSUGm1wZ0OSiHfGoz28sm2hQig5nFYu7nd5CWcWGe/aIuebvcQP+XfJHo/b/tIpdXG6nYP+daeRWtcOaB+h+KN7nSUtwamqrweC7ou8RpbkG9dAIko+GpgDf0QAvXsPGbvjsSTvzblE5UiRSWmzHeYV155hU8//ZQbbriBSCTCQw89RJcuXbj11ltZtGhRRfYxRRXBKyN2tuV3L0dO7EYgsqogB04v5BePon/ynwMWUtme5klLkGUpdpiZhETtckk5cKhxa1Gm/dfk4h4G2k7PzU6tYcGzUep9Otj21YrnUxH1yNxaHOf6BYilk+yGnA3J0jOE1qG90hFtXEcIb7eznwcbYRZ4BJiWIluvhzniC/BWLzABrgNAtb4Y1fvp3dbMS5iCHG8LrOt/JX7ideQangJn82cx/7Vor+kkCqcQ5dSziy/I/Qft1Z5JZ/Od8cgoTlk0KSqlwO+IIQQ4dFms8HBhW0VgGBZxRybWaQ+CrwbmiIXk1e5u+98F6mF1uo14WkMSifL3wUuRIkX5sN/JNhctWsTbb7/NJ598QiwWo169egwcOJD+/ftTq1at8u7nQSOVbHP/cUoD/44fkK/1LvBJ8YErYBd4BawzniDaahj5e4i22pmKHKNbt4hbWtKpXEqBQ5rEjINrudh5jH49jPO758g3POxoMoTcuAuv0ySw+ROqbZwNJ1+BFcsnXKcrEbN8/XwcDklgxxLkxNNtoeathtXxNqSVACnhk3uKVhYC68J3yK/ThehO/RAC0h356FP7wMaiYuWq3wTMYwewI7/0aTW7AHJJf6m91bCr5jWQY0+EHWvAmYY1YgH8MQf5qd1f1eUOou1vIy9h99OrxfD89TH465CX0Y6EcpAudyC/eBiz233I7LVYgUaEDLsCQ7qei8xZR37aMURLiYo80OvUr4dxaoqQkYZp2ikmglo2CUurkKnj/aEy3m/Km9QYqz6HItnmAWcsz83N5cEHH+S9995DCIGmaXTr1o0rr7ySNm3alFc/DxopEXVguDSDtKydhFQBVq//ETtuOHlm2R1lK2qMPi2Ke/0nqAadCKlMANLFdsSGb4nUO43wQcoTBEVjzM2NkiG3I19sDbFcVJ0TYPhHiA+ug5+n2wrl4ncxG3ZiR9hR7kkYC1MF6O8MQWz+CXPEQqLu+niyVyAF8EpHkgd1+TGv/ZmQlZkUOcntZ15SNIW3087VBW+SX/f0PYo/TbPvH2BPt5alCLCmCYLWZrSpZ2MNnEaOpxkuEcW1bBxi6woSvZ5MWsCS9Q9nDAHNgTXsI1S1o9FeOwNqtUG1GoCYfhGqQUfMga/b+3/7IsT6r7GGfEhe9ZN3m16iPK5TISh2Tnf9fKiprPeb8iQ1xqpPlcpYnpWVxaRJk7jooot477338Hg8nH/++QwaNIhFixYxePBgpk+fXp59TVEFSCgHqloLcAeLL2h2BjE8uB2q2HSJpokKyUhdGj4tgnvlDOTbF6O9dgbpIquoCOz0C/H8+f5ekzRWBJalyFGZWCMWohp3g4tmICaeDq0GQOvB0Pdl+OND5NRzSddzin2H5YFSkG34Mc6fivmvb8hxNCRuStuSOOWc4k/0WC7ahG6kszV5c3LpCm3V7KSAUm2GYl2/ws6xpRRi1ki8LnbbbykFUcvD4pVebhjl5raxbn7b4CVmufc6TtNUZMtamJd/bTuRm4I8w0Os7UgSPZ8oNoVo4LIDEZxpYCaQr56JNvZEu7TPUb3gj9lgGYh1C9GmD0SbPhCxbqH9MrBiBi5RcakSlLIToWZ6E+ha0dft18ME9Mr/UpcixZHKPlmilFJ88cUXvP3223z22WckEglatmzJoEGDOPfcc0lLs6OdcnNzuf7661m7di2ff/55RfW9QkhZovafUuuAAbj8qKt/gL++xmzSg5ARsMPbrS2I7X+QX+PkYlNDUDFjTNPCuJaPR86/227IaGrnfSrw39nXKccDZdcxOjQIOiOIqefC34tBc6Cu/A71zw/IWSMAUCddQaz7w+TGy79EixB28V/LUmS4Y/bU3IbvQEisQW9A7ibknBvsfrQ8n0SfMWTHbcudXw/j/PYpRO5GEr2eIN9KI2BsQJvSBzX47WIRkjsfL2z4OPs/khVri/el10mK8f+xcIryS2zq0CAQWYWc0KXAt8zG6n4/6qTLEfPvRS6dUGwbq90IjNMf3q1PF5TPdappkqD5D9q0czEvmE6OqwkeEcH5/SjI+Qfj9IdKPf7BoDLeb8qb1BirPofCElXmUKPnnnuOmTNnsnnzZjweD/379+eCCy7guOOOK7Gu3++nX79+3HnnneXa2RSVG58eRc5/ICmgrF6PQ+22yKnnQNe7bIflBQ+j1WtP+uB3EEYMbVJ3yNmAb/BMqNWpTKVLDoQ804toOxIn2EJqx5/JZdYZTxBrdQn5+zDlWN4kTAjFvQT6jkOb2A3r3LGEXfVxNK2F46QrEX9/i9n1v+Ql3FSEc7lSJHM5ZcfdpA96E+3VM7DOeIL8Ol3QMHELifhxImbv58hJeJL9yDW8+DvcikQVPPBtZ/OMq7/HkB4SOSUjCk3l5I6xooSAApi3RPDqXMGVfXRMs3wSTppKoLw17GSeO4koGpxC2PLh6/0k/DTVznAPoLug95PkhCsmKrOQdHcc+eLpkPM32vguBEd+Ab+8jVxgp27QMxrha3ct+QlHhfbjYKCUIj8/m0QigWVVnoCQ3Fx7KjkeP3wd+Q+nMUopcTgc+HxBRHmb5veBMluijjnmGFq1asWFF17IOeecg9e75zf1lStX8vHHH3PdddeVS0cPFilL1P4jBAS1XPSZQ1DNzybW6hISOEjL+h4Z3or662s7ZxBAzVZ2XbrcfwCw+r5CpGlfwlaRgKmoMUopyHDkIZ9uCGZBziWHB+vmNeyI7yaDeQVS2hh1TRB0xQnHVNKPKKDnowmroPDwwemjlIJ0t92PQkuhT4vg1G2xV5Z+7Ok85iW8HDNUo7SME9WD8N3LBh7twK8BKQXpcgfalN72FN7OeKuhrlgEM0faU3g7oRp1xRz4OiHDv1s/pfK4Tt2agW/bd3aUobWLYKzZCnPoHEJWxkG9NndmZ989nx4lL+FKfhceGcVEJ27tXWgqpQiFthGLhdF1B0JUnvQNssC5pRLpunLncBqjUiaGkcDl8pKeXh0hROV2LP/111859thjK6wjlYWUiDow7AitsO2bUmDRcWkGPheYiTj6lw8hC4VUAVbfl4ke1a9E4dfyGqNDs3ATJdf0Fk05blgEXz4B/3xftGL1ozGHzSWkMg/aw6qynsfyZE9j3Jrno/Wle3bNXPW6SZrjwKf0fI4E7iXPIBc8BIDV/T445jzkhK4wcAp8NxZWzrGXtRkGgFz+GgCqxTkk+o4nezcZxMvrHLo1A9+Wr23LbSHpjTBHfEnISj9kAgqKxqjl/YP84iGMrveTbfrxyCietbMhUI+8zBP3WtcxLy9EXl42fn8GPl/gYHS9zGia/aA1zUrk0V/OHG5jzM/PITd3B2lpQdLS0iu3Y/mjjz7KN998U+ryRYsWcckll5RLp1JUXZSCHXFvsSi8mKmTFdbJs9Kg87+Lb+CthjqmH2GrYiLiHJqFP+83nN8+SUDPJ+CIoGX/Cb9/AGf+D+u88Vin3W+vvO13tPcuJ+A4fAVNZcPjUjj3MENVpxpoonxu+PkJB8ZJ12K1HYbV/T7iJ1xNjqcZ1oiF8NMbqJ4Pgytg+0D1+h9Gr/9htRtht/V4qMKneR0iYSc33ZlIFkSzkOX0HewJIcC1y7lwaCr5AHJEt6BNOROx5BX0mUPIcMfwrP0QOfNS5GtnkRZahlPbs4kjkUig645KJ6BSVE18vgC67iCROLAqDgdCmUXU4sWL2bZtW6nLs7Ky+O6778qlUykOP+xQ9E3IVzoWXxDejpx6ToVEnOm6JBBdgzbpNOTXT+L46mE0hwP1zfOwbAq8MQjRuCuJE6/F6vEwBBtinjuGXCNVr+xg4XMmGNKrdIFw20WKNNeBZWffmeyED6Pn/4i3u5pcw0vChBxPM8yzXyTX2wLr6qVJJ/LshA/j9Iexrl5KjrtpqVOO5YFft53IC61kpNUCqdmRkOO7EIitQa/Ama/CFBVpf89NlvNxaQaB7B9JZysASuhYddvb66/5HG10W+TMy+wd+GqiAvWTyVdLw7KsSjWFl6LqI4R2SH3ryi2zYE5ODk5n5S30meLQEnDG0N48H3L+BsA66zms9tcAIDYsRpt7O35H+YaQm6aF5amBqmkHP8hvRyGfaYr4dRYAqmFHDN1HTtxFvO1IzCu+JVvU3KupW0pBpjdeLDWDT4uQ7iy/KLIjBaES3HepxSmtSn7ng7orLuhuYprlq16yEz5yd4q+TJiQFXYQS1jsoGaxKLjshI8d1KxQAQWgSwuxdoH9oWYrzKt+wBoyu6COYQ5iywp0VXEpFuwcYUORbw7E/es0gu4EvqwfkJN7ok06HUf+3xiuTIyej2O1GWpvVODPiL8O5ogFZMs6h0XlgBQp9oU9vjb89ttv/Pbbb8nPS5Ys2e0NLRQK8frrr3PUUUeVfw9THBbkxl0EBr6ONr4LVq/HiDbrh4aFQ0jkqo+xej5GnlG+EWdKQcgMkH7hTLQ3zkP8873tzA6o5n0wznk5WYQ41/CCwV6PL6Ugna1o4/vg7/sKuYHjcBDH/dsbiFUfk9533B4LG6coiUcL8+Z9Hv7eKpn1pcDpUAzsBtUCJg4Obs6u3fkdHQxfpFDCR/rA19E+vw+r272EjADO6ifjG/IhhLcSbtCTqFn+KS3ATmkhrQQitBYA+dHNONZ+jlg52w68CG+DaDbCV4+40tHrd4DlU5Lbq7Q6KN2HZaQEVIojjz06lo8aNYpRo2wnYCHEHiNxfD4fzzzzDF27di3/Xh5EUo7lFYeuCYLOCNE4SSfygB5GlyYhI1DiYVVeY0x35KG/NxJR4DQMYJ34LxLdHyQnsW/5oDI9cbSJ3WDLL6C7sIbNhU1LkXNuAgpyOHV7mNxE0QOv0Kdk5/HpusQwrCp5HveVso5RCIHDYRvHEwmzUmXs3hPldQ6FgDRHjHzDnbxWXFoCqSwiVsUIqEKSLweTe9gldApxpmGNWIhZvSXCiCB/n1U0hbcTqkl3jP5TyTZ3H8FYyPbtmwGoVq3ylQY73Jyud8fhOMadr6lKlyeqf//+tG/fHqUUw4cP58orr6RTp07F1hFC4PV6adasGS5Xxf7QU1RtDFORFXUXu8nmGN6CEhcV86NOd+Shz762SEAV1NOQ37+CQ3cR6HQ3OUbZkhjamaQtzPNfQxvfGcwYMvQnbCuw1mY0wep8R4FALKrJV+hTEpI1sCxlZ02PbiLqqg2k/K8KUUodFvlr9helKEigWvRbiJkHJy+UZSkijky8nf+DfP+qoj4d25+EvxFCaOgYiNl2olX8dbFGLoTP/g+57FXbR2rtfFxN+hE9dD6+RyQbN/7DoEF9ueyyfzFy5JWHujtHHHsUUfXq1aNevXqAHZ130kkn0aBBg4PSsRSHJ4VaKajnYyHINbwoZWeS9rsSZMdc5eZX4XBoaLl/IX571z720eeg+k1ETOmD2PCdLaROuRFN8+/1mLoGgdifyJk3Yp3/GtbIr5DbV9ilQhp1hc63YZ58HSFVrVhR4+TbPYL04Z8QdwRwrXgdOecm3H1GodpchOnYc6TS/hbnTZGirLg0A8+2H5Czry/WLpa9hqPOCajjL8HQ/WiXLUC+fRHmkA/IFrVJ6/m4/RDJPIp44zNTAmo3zJ79Pnl5uVxwwcWHuiu7JTc3l+nTp9Gu3YmccMJJh7o7VY4yO5b3798/JaBSlAtBRz76Z3fj/PFl/HrEFlCxNWjjOxO0NqFp5RPvkEiY5PuaYQ1+B3VMX4xzXmZHzI154UxUoy5Yw+eTK2vsVUBJKQiKHWjjuyLWLkBO64sI1ITfP4RlU+H9q6DBqYh4DrooSpTokgnEms/s6ZEdf6JN7onr60eSU3/ym6eQ7P3Y6WIb6Y7cZPRimh4hQ27HpZVPFu/DgUOYsLjKI6UgTeahTTnL9oFypmFd+DZkNLGXf3QzcuMSkNKOZLz866QTeXbCh9HjcWLHX5mKai2F2bPfZ/r01w91N0olLy+XiRNfYenS7/e+cooSlGqJmjVrFgDnnXceQojk573Rr1+/cuhWisMVnyOB/v2YZH0yp1I4j+2HHN8FYjlok3uQfvVStueXT5mNqOmE2p1xn30KoYQXUIRUgPQL3ibfcNlFdveCZSni0oXzpCuRXz2B2PQjPNkQrIKppwangtOPnNQD/+B3yA0cR9zUiBg6suk5uHs/jfzoFtjxJ/Kbp+1tMppgDp+P6Ugv9bi2JWsL2oTTkJlHETx/CoZy4Pr5VeT8u/ANnQOZJ+w1weHhjkNTBNwm+VFFtGD6K+jIR2KVmmU8RRGWpYgKF+4znkTOvxtrxELy0lrgG34C2uQeWA07Q63jUUokIxnZSfxnl3E6PEWKw5FSHcuPOeYYhBAsW7YMp9OZ/Lwn3xUhBL/++muZD56fn88zzzzDRx99RE5ODs2aNePaa6+lR48ee9xuyZIlzJgxgxUrVrBq1SoMw+D3338v83H3RMqxvGKxLStZaFPOhK2/7bJQxxo6m/xqJxE19Uo3Rr8exvX1I4hFzyfbVPf74MSRiLHtIW8TVt9xmC36EooXJQ/N8CTsQr5/f5tss65YTI6/FV6vnRZkd2NMc8RwLXoc+dWT9rGadEc16IRc+LC9Qo1jMEd8SVakcqcWqcjz6NCUXVB44mlYA6cSrtURp4jjmHsr7FiNeeGMgjI55X7oJJXtOt1ffFoEt26RY/hImIVlckJ27idfdeDAx1gZHMtnz36fRx55gGefHc1PPy3jgw/eZceOHTRr1oybb76dY489jqVLv+fll0ezcuXv+Hw++vcfxKWXXl5sP7/9toLJkyewfPlSwuEwtWvXoXfvsxkyZDi6br/YDBx4Lps2bSzRh+efH8MJJ5zEihU/M3Pm2/z003K2bt2MlBrNmjVj8OBhdOt2Wontli37kTFjnuf33+1+nXZaD/r1G8Allwwu5hNlWRavvTaRxYsXsX79X+TkZJOZWY1OnTpz5ZXXkJYWBOCHH5Zwww1XlThO7dp1ePvt9wF45523+OKLz1mz5k9CoR0Eg0FOPLE9//rX1dSpU/dATkW5UGkdy1999VWAZO6nws/lyXXXXceKFSu47bbbqF+/PjNnzuS6665jzJgxdOvWrdTtFi1axOLFi2nVqhW6rvPzzz+Xe99SVAyWpQjJTNKHzUUb3wmy1xctu/jdpICqjEgUKppD8ufY/mrIaAR5mzAv/Qyx/mto1gv9u+cJnnQN2Yk0fFoEufz1YgIKQL41GP/w+ZjUL/V4eQkXWodbceRtRix7DbHmc8Saz+2FmUfZ9dRixR2RjzQCbgs5oR/EcpDTzsM7YCri9/cRP00DQPvmaXwd7yYvXvUL91Y0+aaHsFX0omxZih0qiFIQPMR921+ksLBUkbVZoBAFv5cxY0ZhWSaDBg0mkTB4880p3HTTtdx99wM89tiD9O3bnzPOOItPP53HuHFjqFOnLmee2QeAb775krvuup169RowePBQ/P4Av/zyE+PHj2Xlyj946KHHAbjhhlsZO3YU2dkhrr/+lmQ/Gje2p0oXLvycdevWcvrpPalduw7Z2dl89NEH3H337dx770OccUbv5Da//PIzN998DV6vlyFDLsHv9/PJJ3N56KH7Sow7kUjw+uuv0a3b6XTu3A2Px82vv67g/fffZdmyHxk/fgoOh4PGjZtwww238PzzT9O162lJ4ebxFEUtv/76FFq1Oo6BAy8kEAjy55+r+eCDWXz//Xe8+uobBIPp5XS2qiZlrp1X3ixYsIArrriCUaNG0atXL8COzrn44osJhULMmTOn1G0ty0IWVFJ8+OGHefXVV1OWqCpE0gdqXCeIF33X1mn3F2SStsdWmcYY1PPRP78H+cN4u+Hkq6DuCfDelaB7UCM+R/nrIqaei9i4FHXchVhnPoNY/RFy1gh7m4wmWEf3RS56ruBzU9SVi0g4Mkodo0sz8DvjiLEdILQu2a5u/J24IxNDSaKms1I7mVfkedQ1QSC+Dm1Cl2QOsELUUb0w+k0ilPCX+3F3pjJdpxVFeY3xYFqiNGEicjag/HUx0REopBnmww/e46EnnqJFi6MZO3YSDoctsL/+eiH//vctaJrGmDETOPbYVoAtSAYOPIfatesyduxEYrEYgwb1pUGDhjz33EtJqxPAm29O5YUXnklamgCuu+4KNm3amLTs7EwkEsHjKe5LFo1Gueyyi9E0jSlT3kq2X3XVCH77bQWvvvomDRs2SvbtmmtG8uuvK4pZouxI1xguV/FyWh9++C6PPvogDzzwKD162M/dvUX37a6PS5Ys5qabruHqq69nyJDhZTgbFcehtkSVW8byfWXevHn4/f5iU3dCCPr378+ff/7JqlWrSt22UEClqHroSSfyLraAkjr4agIgP7sf549j8etlv1FLKdC14j8Qp6N8rw8pBRpx5O/vAdhO6T0eQgUagHRAIoyY0B05rjNi41J7nWADDCVRjbtDeqOkD1S803+xett+UdYpN2JRegkMpzTwxzcgvn2xmIACEO/+C6eZjffnCaSL7RV6k6jMGKYix9UI67LPii/IPAprwNQKF1ApKieaMBE71kB4G2L7H2gYSDOM2L4SwtsB6N9vQFJAAbRt2w6Ali2PSwooAIfDwbHHtuLvv/8C4LvvviUrazt9+pxLXl4eoVAo+XfqqZ2S65SFncVJNBolOztENBrlxBNPZu3aNeTn2y+ZO3Zk8fPPy+ncuVtSQBX2bXdRf0KIpIAyTZPc3FxCoRAnnXQyACtWlH32prCPlmUlx9usWQvS0tL2aT+HK6XOm+xvHbyTTz65TOutXLmSZs2alRBERx99NAB//PEHzZo1268+pKi8OIgjNv8EsZykD5Sq2RJtci/Y+iti9SfoJ/yr1O19TpNwQkOposg1EQ2R425KwhT4tCjubcsxqrcqVr7jQLAsRbbIJDjiC+Qnd2L2eYFQxEmgZjscF7+LmHYeJMJQkPHZ6ngb8Q63kWt4kdJH+qX2Az5EDayEwnfsENxNTiPqrou+h/QGbhmD1R/D5w/aDRlNoVpzWPUxrF0Is0Yiuv0X7bUzSB82jx0is8LybVVmfCIP8cX/ijfuWIPY8C3umh2TzuYpjhyUEuAOImI5YEQRW1eAMu0cKwWhnHXrFp9KDwQCBe0l/Xz8/gDZ2dkArFtnJyN99NH/K/X4WVnby9TPHTuyePnll/jyywXs2JFVYnlubh4+XxobNmwAoFGjxiXWady46W73PX/+PN54YworV/6OYRSP5M3NzSlT/wC+//47Jk58hRUrfiEeL156KDc3t8z7OVwpVUQNGzYMsQ9xw0qpfXIsD4VCNG7cuER7MBhMLj8UCFFkuq7M6AXVSKtCX4vjwWp+NuL8yRCoi1X3FCzNjRw+Fz69H9XjQSx3dYKekmPUY9sRS8bgPvEKDHcNHOENiIm9IG8TwZELsTKaIn+agXj/ahxthlKt91MYrsxy67lFU8R5L2M50gkUjIXarW1LWkFNQADRehCaN0hQ2D8vEzs1SJFNxIPpz0RXez6PQjmhyengTLML0g6YDHlbwB2An99CNDsT1n6OcqUjdJ2A211iH5WBirxW9VgWYs6tSR8o6hxvW+0iO5DTziNtyHt4GnTF0ivud1J1f4tlp7zGmJurYRhmMnN2xaGBt5r93+z1YBWICKGBvw4AukPbpR/2/zVt1/aiFBqaJpL/v+66G2ne/OjdHr1GjRrJfRQ+R3fdp1KKW265jrVr1zBo0GCOPbYlaWlpSKnx4YfvMXfuR0ip0DRBoa1BSlFiP7tb9vnnn3LffXfSsmUrbr75NmrWrIXT6cKyLG6++TpAJdct/Hd3+16x4hduueU66tWrzzXXXEfduvUKkmoL7r33TpRSB+Fc7hkp7eszGPTs9jqt6PQnpYqoRx99tGKPDHsUafsi4FJULSxHGrToa1uiNPvBn/DURjvzCUx999MveiwLMfsGxM/TYeXHOC6eZT8ss9eBmUCM74psNRCxdBIAYt1CsMo3859CYOyUksAR2QxTzikmoADEhNPQRy7EqN4KJXb/EyuLwUgJDaNaS/TLv0CYcdt/fM6tcNZT0PVO+PU91Mq5qItnYjqCCGWiROnTg4clQoA3A7B9oNTAKYjwNsS4zvZ0sTMNJVLT/0cmEhy7iD4p4QCvhwYNGgL2NFf79h32un5pj7JVq1aycuUfjBjxL/71r+IRcu+/P6vY53r1bKvZ2rVr2JXdtc2Z8yFOp4sXXxyL2+3Zad21u+thqX2fO/cjTNPkmWdeoG7desn2SCSSskIVUKqI6t+/f4UeOD09fbfWpkKTaaFF6mCjVNVwEK36zqwatirYuf96sc87jzGgWzjc1RCAWP8NjOsMdU+CQdPgrYshnpcUUAQbYl72GdlmELOCvp80ZxxHYc4o7Ck8mvdGTulj+0i9MQCtDPmu9nQehYCgnguLX4KVH0Hvp6Dp6eDyw2/vQ82WKHcGCeXAseEb8GSS42lGwqxcLyAVe626CXS6B2eNlhhH9yMU8aDrDQmM+AIR3kZusA3xPIvi11n5UvV/i3unvMZYWNanomu3FTqRs30X31ozAXmbk33YuR9awfuHUiX7V/jSY5qKk046hYyMTF59dRKnndaLQKD4syoWi2KaJl6v7U7gdnvJzc3BMKxdjANFNTV3Pt6ff65iwYLPivUxGMygVavWfPHFAtasWVvMsfyNN6aW2I+UEiEgkbBwOFTBGBSTJo0rMcZC36ns7OwS4xYFgtMwrGLLJk4cj2VZKKUOeR0+y7Kvq+zsSKmO5RVpkzlkseTNmjVj7ty5xSLtwPaFAmjRosWh6lqKSkiO4SPQ7V4cgFzyEmxfaf+17I86ph/il6IoFuvMJwjrNTHjFffjzos70Tv+B33r76haxxHvcBsx5cI/fB7y7Ysxh31ETtTBgaQf8Dni6AsfRnw/DvpNQPlrI7rfDW8Pg7++glaDkGc/h3PjEsTUvqC7CYxYQLa7GYZVuYRURZJj+PAcPYRIQpLuCBO3JDnORkhnPUCQ4YmRHXNX6gjGFOWLlAqxfR0oC4SGqn40xHMR2ettIQVIsX/Xg8fj4Z57HuDOO2/j4osH0KdPX+rXb0BeXi7r1q1lwYLPeOSRJ5LRea1aHcfXX3/B00//j9at2yCl5MQTT6ZRoyY0adKUadNeJRqN0rBhI9av/4t3332HJk2O4o8/iufRu/76m7n++iu55pqR9O8/KJniwDRL1pvs3r0Hn3/+KTfeeBW9e5+NYRh88cUCYrFoiXWDwXTq12/AJ5/MpW7d+mRmZuJ2e+jcuStdu3Zn+vRp3H77jfTt2x+Hw8F3333L6tWrSE9P36/v73CjVBH1zz//AEVOdoWf98bunPJ2R69evXj77bf59NNP6dmzZ7J91qxZNGnSJOVUnqIEEcuL4/hhsOQlu6H7f20H4p0EFICcNRLfiIWYnqMq1CoTSqSR3m8ipmXXAATIDbbBf+3P5ER1jAN8Q8tPuHB0vhNNc0H99ogvHod2l6B0l/0O+8tbkLXKdtS3DBDSns47AqfCbQGVh/7hNWjHnAdNzsHAgT9vBfKDa0kfPIuQzEwJqSME05Jo1Zojslah0ptgSTfCXZCU1mVbiCy1/7+TDh1OZdy4yUyZMpm5c+cQCu3A7w9Qr159Bg8eQrNmzZPrXnDBxfzzzwY+/3w+7747A8uykikQnnjiOUaNepaPPvqASCRC06ZHcffd97Nq1R8lRNRxx7XhmWdeZMyYUUydOhmv18dpp/Wkf3872ebO9Ox5JuFwmOnTp/Hii8/h9/vp2LEr1157Pb17n15iPPfe+yAvvPA0L7/8ItFolNq169C5c1fatDmehx76H5MmjWPcuDG4XC5OOqk9L7zwMtddV3oA0JHEHjOWSyn58ccfi2Us3xtldSxXSjF8+HB+//13br/9durXr8+sWbOYNWsWo0eP5vTT7RM9bNgwFi9eXCwPVFZWFosXLwZg5syZfP755zz3nJ17p169erRu3bpMfdgdqTxRlYedx+jQFIHwH8gJ3exIuOMGwbH94K0h9srpTbD6PIt8c2BR/a+bVhNK+MqtoHFFsLfzKIQgwx1Dbl6KmNTLdjIf8i5qwcOIPz8tWtEVwBq5kGxXU4ySL6aHlINxrfodUVwL7kEseRkA67zxULMlcuJpYEShTjuMS+ayI+Iq92Mfab/FA+FgZyzXCpJtFj7kJCYCMHeTWqTQQfpQT09VJIfjGA91nqhSLVHXXnstQohkIrHCz+WFEILRo0fz9NNP88wzzyTLvowaNSopoEpj5cqV3HjjjcXaCj/379+fxx57rNz6mcLG6ZTE40ViRCu4KM2D9GYf8FjI8f1sAaU5sU68CuEJIBp3g9BfqMvmI/I2Y135HXLsyVjnvoQIbyHoDBKSGVXWAqGUIivixJfRBs9ZzyLm3ATLpyFaDYSdRVSt1pi+uhixUnd1WBO2vDg63Y72+weQ+w/y3ZFFC3U31tkvkp/KWn7EYariTuR7ysuWIsX+cMgylldWUpaokvj1MM4tPxCveQK5hhdNEwSNvwFBtl5vn99qpKaTH9MRAtJcCYxSTCc7j1HXBIHYWrRXe2JdMJ3cYBvcMoYzfz14MmHho4jvx2ENeA1xVC9U3ibbahWob5dHsSqnkNqX8+h3JXCteB3hq2b7RVnFc7+oNkNI9Hqy3PJjlRcH61rVNEnQ2oQ29iSIhpLt1uVfk+tvWaZi0/tDyhJVdipD7bzSOBytNLtyOI7xUFuiUrG/KfaIXw/j/PZJ5JQ+OBc/TcAVI2j8jTahK9qELgSNDWXOEyKlJC/h46m3XPT+t4Nz73QwaZ6HqOXd60VuZ6ZujHXDb3bElamRk/AST2sEUkf8/oF9jBnDYOEjtoCKZsO23xChNWiyat80dA0c4Y2IY86GmSNsAeUKwNAPUE3trP9i+VT01R/irtz1iCsMDQMR3mJbK3dm66/olG+6ixQpUqSA/YjOW758OfPmzWP9ertwbIMGDejZsydt27Yt986lOPQ4pIVYPQ8A+eX/cGb9iVi3APK3ghCIbb/hqF0Dkz1PlUgp2JTjoct1kuydDH23vSh48R2N+c968Wr5e9yHYSq25xU3x+fE3Wial+CIhWgTukLeJsSi5wsOqmEN+ZD84HEkjN3ssIpgW+HWoI3vDM16wfmT4f2rYdDr8PXTiG53oQCV3gjjqLOJxg91jw8+Ts2yncgnng5mHDQnOLwQDSHfHYmn30RocjZhs3ImJE2RIkXVpMwiyjRN/vvf/zJz5swSpSXGjRtHv379eOihh9C01Jzz4cSOhJ/0iz9Am3YOYtMyxIq37QVCYA2aTrh25zKV1YgaLq56sriAKmTNRnjqDcG9w3SUte9qxzQtws66+M56BvnWRcl21WoQidonE41VbV8YSwFOPwQbwOZfsDo1Rty0CrVyLjJnA+rLJ+H8SRhKr3RTeQcLBzFYs8B2ItfdWJd+ivLVtIV17j+I32bhbHYW4UrmdJ8iRYqqTZlF1EsvvcQ777xDz549ufzyy5MpCFauXMm4ceOYNWsW9erV47rrrquwzqY4+CilyBMZBM55CTGuY9GCeu2xmpxOJFI2gRKJa3y9h1qVE+cIbhvsxKPtu4jSNfCGVyPfL571V/z0Bo4W5+BpeCYRs/yjsg4WlqUIyepkDpsD8VwizrqE8zQCDbvhHGQn3MxKBMqUBf1wJd/0INuMwAnQuBu5/paY6ARHLEB++T+M7g8QinsPdTdTpEhxmFFmn6gZM2bQqVMnRo0axfHHH09aWhppaWm0a9eOF198kVNOOYUZM2ZUZF9THAI0TeCPr0e+fl7xBX9/i/zqcfx6ePcb7kJsL9ooHC2wuOwjUgqCMtu2OESzQWqoM/4HabXt5TOG4t32PU5H1c2dJAQEtFyYOQIxrgvu2D94XQrH9l8RL50AXzyGfy9ToUcCuYaHaOvLkk7kpmmRLesQ6/4woUTaoe5eihQpDkPKLKK2b9++x9QDPXv2ZPv2slWuTlF1SHfF0SZ0S/pAWb2fQdW2/d/kl//D9dt0vI69z5GkuRWBPcw0tW5q53TZVyxLEVdOrA43JH2gwm2uwByxENJqoxp1warZmoRRdc00uibRQqsRaz6FSBba+C54fxyDfO0MMBPIpZNwqEiFRqBUFfJNb7EoPNO0yE2k/KBSpEhRMZRZRDVu3JitW7eWunzLli00bty4PPqUohIRjlpYfV4AIbEGTSfSajjmxe+jardF1T4e85j+RIy9zwr7nHFuubB0kfTQ5RZprv3ziM41PMRPvA7ruhXkVz+ZcFySrdXFHPkl5sA3CBn+Kj3VlTAs8gPHYl000y6eGslCzPtPUVLREQvIoVqlTOGQIkWKFIczZRZRV155JdOmTeO3334rsWzFihW8/vrrXHXVVbvZMkVVJmK5CNc7HevWdYTrnUY4oRMyMzAvfh/z4vcJmeklAg12h7IMRpxlccMAxc6xB143vHCT4sTmBoax/5nFE0qHtFoYtleMXRzT6cdUWpUWUIVETSfxel1QJ11RrN3q/TThtBaVruhwihQpUhwJlGpCGDVqVIm2+vXrM2DAADp16kTTpk0RQrBq1Sq+/vprjj76aNasWVOhnU1xaIhYLmJGUQFXpRQhMz35/7LiFBHuuMjJjYMc/PYXOHVoVk/h0eOg9j8HgVtL4Nv8FfLdkQQu+5xcVyPSCKG9PgBZrz2BTneRY1TtqDWnZuDcugzxw/hi7XLeHXgadiLhaHjAtfpSpEiRIsW+scfaefu8MyHKXDuvspLKWH5wkFKg1J5FWFnGKKUgw5mHfKqhPb3lycQa8j7io1sQf38LgDV4Bnn1zyQWr3w19MoyRocuCeT9jBzfJTmFp06+CvH103aVek8m1pVL2EGNSjmlV9Wv1b1xuI8PUhnLDxcOxzEe6ozlpVqi5s+fX2EHTZGivB72lqXITzjwXfAW8o3zIZKFHNepaHn7a0nU61QpBVRZMUwLy18fUbsdYusKrBELiPmb4mrUBfl6f1TzszCkB6sKO8+nSJEiRVWkVBFVr169g9mPFCn2m6jpRNTpivec0cVyRakWZ2N0vY+ceNWOzlIKQkaA9MHvIKM7yHE2JBETGLU64bviWwxffbKr+HRlihQpUlRF9rnsS4oUlQ0hwC3CiKUTi7ev/wYtuhW9ivsLeWQUQzgIGQE0VzqWpUhzRMlLuDDTWpJIpNJwpzhyMU349EeNGQsdbMsWVA8qBnRNcPrxJoeigMaaNX8yceIrLF36PXl5uVSrVp2TTmrPHXf8l7//Xs/kyeNZtmwp27ZtIz09nZYtW3HVVddTv36D5D5mz36fRx55gFGjXmbu3DksWPApSsHxx5/ALbf8m+rVayTXNQyDKVMmMWfOB2zevIlgMEjHjl256qprCQbTk+sNHHguLVq0oG/f/owdO5p169ZRu3ZtLr74Es45Z5c8gCnKzD6JKMMw+OSTT1i2bBk5OTlYVvEpEiEEjzzySLl2MEWKPSEEpOs5aG8OSPpAUe8k+OeHZE6lwMgvyHY0wKyCWsOrRfGs+QCqH02uvxWGJUgX25FfPY3e8Y5UEskURzRbswVDHvaw/E8NKRSWAilg1lcO2jQ1mXp3hBrBg/cC9ccfv3Httf+iWrXqXHHFNdSrV5/NmzexcOFnAGzbtpWMjAyuvfYmgsEgWVlZzJr1NldccSlTp75FRkZmsf098sgDdOrUlfvue5jNmzcxevTz/N///Zfnnx+TXOfxxx/io48+ZPDgoZx8cgfWrVvLK6+8xC+/LOeVVybjchVZ4n///TdefPF5hg69lIyMTN57byaPPfYg9es34PjjTzg4X9JhRplFVCgU4pJLLmHlypUopRBCJJ2CC/+fElEpDgkK28Ea2wfK6v4Acv2Xto8UCpSivN0KpRQl/Lp213YgeKQtoOSsEaC78V86HxVogPbqGbDtD/TQWtLPHkvoCK2Xl+LIxjRhyMMefl5jZ+qxlCj4117+8xrJkIc9zHk0fNAsUi+88AxOp5OXX55EIBBMtp911jmAbUnaWayYpknHjp0599xezJv3MRdccFGx/XXs2IUbb7w1+Tk3N4fRo59n27ZtVK9enTVr/mTOnA8YPHgo1157IwDt259C7dq1ufPO25gz50P69RuQ3D47O5uXX55EtWq2Jatt23b88MMS5s6dkxJR+0mZRdSzzz7Ln3/+yUMPPUT79u3p1asX48ePp06dOowebZsGx48fv/cdpUhRjigFITNA+oUz0Va8SaLVEHKiTty1O+O7+F1UehNynI3KdTrPqZn4RTZx6SbXsOuxpTtykVacbK0Gplk+TuyGcED1o0F3gxFFTjod3BmQtwkAVe8UDJXKD5XiyOTTHzWW/1m6OrKUYPmfGp8t0+h5QsWboaPRKMuX/0jfvucXE1A7k0gkeOut15kz5wM2bdpIJFIURfbXX2tLrN+5c9din486qjkAmzZtpHr16ixd+j0AZ555VrH1unTpTlpaGkuXLikmoo4++hhq1qyZjM5zuVw0aNCQTZs27fuAUwD7kGxzwYIF9OvXjwEDBpCWZk8hSClp2rQpTz75JG63m6eeeqrCOpoiRWkUCqlwqxHkJGxREzWd5NXoWDECKvsn5PNH4/xxHH49QrojF/29f6GN70zQ2oimlflntUcSpkauvxXWpfNBd4ERSwooq8fDxNqOIM9IFdVNcWQyY6EDKfb825ZCMWNh2YqkHyi5uTmYpknNmjVLXef5559m7NgX6dr1NB555AleeWUy48a9Snp6BrFYrMT6wWBxMeZw2GOJx+11c3KyAcjMrFZi28zMamRnZ+9xf4X7LNxfin2nzHf7rVu30rp1awB03TZgxeNFZTp69OjBp59+Ws7dS5GibCgF4UTxt9KY5Sh3h/I0p4mcfR0YMeSn9+Bc/DT6uyMRK2dDzgbkN8/ilWUrylwWDKWhAg1sC9TONO5GXB36qEOf00DsZAxzShOnTBy6DqU4YtiWLfZatNxS9noHg0AggKZpbNmypdR15s37iDPP7MO//nU1J598Csce24qjjmpObm7Ofh2z0HE8K6tk3dqsrO27FU0pypcyi6j09PSk6dHn86HrOhs3bkwudzgc5OTs34WQIkVVIRRzYV70vj3NJjVk9RaIuscDoFoNwux2H7omyiW5m5S2E7n2as+kBSq5bMrZ+HN/wakduvxX6Y48PIufIqjnIkShle5H/KEfcWn7n4E+RYqyUD2o2NvPTAp7vYOBy+Wmbdt2fPbZvFKfhUKIpDWpkA8/fBdzP6NeTjjhJAA+/nhOsfYvv1xIXl4eJ5xw8n7tN0XZ2acCxKtWrbI3kpKWLVsyc+ZM4vE4kUiEWbNm0aBBg73sJUWKqo1lKbLJtKfY+k+EtQtsK1HPR1DnvYLI34w+tY8dQXeAQsqrRZHfPA3b/rCP3eNhrJFfQpshcN1y5KIXSHOZdoSiI4+gI788hlgm0h156LOGIxY+jD5zGOnOMP7Qj8hXz0C+1pu0HUtxpoRUigpkQNdE0pm8NCwlGND14FlGr7vuJmKxGFdcMZwPPphV4LT9Effc828AOnbsxJw5HzB9+jSWLFnMhAkvM3HiONLS/Pt1vEaNGnPOOefx5ptTefHF5/juu0W8/fYbPPTQvTRr1oLevc8uz+Gl2A1ldizv1KkTEyZM4N5778XpdHLppZdyyy230L59e4QQRKNR/u///q8i+5ricEA6CCccbNoucOj2W6LPEcOyqk7+Ab/MRaz5HDb9BD++ajee8T/EjlXIiT0hGkKb0pv0EV+SFXHu93HyEi70jnegh9baTuTHX4YUII4fhhjdDnXpPFCQoeci3xmKCjQg2PNxsg9CtJ5SApVWGwGIPz9Fn9AFQmsLytL4wBVEqUOQpCfFEcPpx5u0aWry8xq5WzElhKJ1E4vT2h68e0uLFscwduxExo8fy+jRLxCJhKlevQYnndQegBtvvB0pNV59dQKxWIxWrVrz9NOj+M9/bt7vY95++13UrVuPDz98j7feep1AIMjpp/fiqquuw+VyldfQUpRCqbXzdkUpRSKRwOkseijMnTuX9957DyklvXv3pk+fPhXW0YNFqnZexZFQbibM0XhsqiRS4MeYGYDnb7To3iaBLuLF1q+MY0x35qO/ezkiugP6j4fJZ0D2enuhELZzltRQF71DpHYn8hN7FlFlGWOGMx+lBNqWHxG1WyOebQaJCLj8qAvegC+fRKyx89BY540jv/kFROOl7q7cCOr56PP/jVz2WlGj04d12QJyvM1JmPaDrTKex/LkcB8fVN7aeaXlibKU2Oc8UYdjXbldORzHeKhr55VZRB0ppERUxSA1nVc/cXPbi7u/mOc+bdGuSaRYeoDKOEavFsXz5/vIWAiVyEc07g5vDID8rUUr9Z8Am3/G6nYP2/P3bOzd2xgdmiJgbkaENyPGd4NWA1FtLka8MRCs4tNlqu0lJA6SJQrApZmkbf0aOWWnKYOarTAu+YRQwkfhnaUynsfyZHfjc0gTJfRigQ1uhyKaqJopKSqriAI7X9Rny0pmLD+t7b5lLD8cBcauHI5jPNQiar9jsaPRKNFotDz7kuIwJi/m5JHXSr+Q7xwrCe/FalMZCJtuIk3PxapzAurEK1BCgLHL7yB/K1aH6wlFD2w8Dk0RCK9ETuiKsAxU427w83TEb+/BOaOKr9yoM8YZTx40AeXUTNJCPyJf71d8wZZf0GZcnHQ2PxJxaiaBnJ8JJP5CL3hopTvy8K18k4BefpGbKWw0DXqeYPLSTVHeui/CSzdF6XnCoSn5kuLIY59E1Pbt27n//vvp3Lkz7dq1o127dnTu3Jn777+fbdu2VVQfUxwG5EcFWXsI3vz+dzCt8smvVNGETTfh6iej8rYippwLsVwQElwFzqFz/wOr5+LmwB6YDmLw9yI7Mm9qX8Rp96Ka9oDjLoDl04qvvGkZWt4GHAfpweH3gHxjQNIHyrr8a6y2wwAQaz5DX/4aHr3q+LmVF8k8YpN7oE3oSiDxFxnOMPq7I5HvXYHjm8cI6AcvACBFihQVS5mfWuvXr6dfv3688cYb+P1+evTowemnn47f7+eNN96gf//+rF+/viL7mqIK49xLCIPLSZWyXAgjjFwzH6IhkBqcPwmGz4OgHaEqlk7CqR+YyTxsuokePQir9zMg7S9QnHYvLHgY1i60V6p7or0slouc0JVAZBW6VvGm+pyIhjX8E0irbftA+Y/D6Pk/rLbDUK0vItFmeIm8XUcCUpkQ3m5PtYa3o43vgj7tbMQqOwRd5PxTpa7zFClS7JkyR+c9/vjjhEIhRo0aRc+ePYstmzdvHrfccguPP/44o0aNKmUPKY5UEspNbkRw4tG2xWl3DOmlcDsScOjSHu0TSglo2Am63wPVWsDfi1G/f4gYOAUWPQ+d/82+uBumOyJIkWBHIoBS4NAg6E6QF3Ogjh8O9U6ET+62j1fIcRdAh+tQkSzbRwoOmhJNmJDjaUbghl/JiUgSJmSbPoI9/gdw0KYVDwY71wnd3eediVpOqNMF34UzkG8OgEiW/QeoVheQ6P3cYfXdpEhxpFNmS9Q333zDkCFDSggogF69enHRRRfxzTfflGvnUlR9TJyMn61x0QOCh/8F3t0k2a5TDe4aqpCq6mS6NoUDZcZBc8H6RZgdbsDo/Rxq+eu28/eqTyhrCT09vgN9xwrkugVkOHJwOgRBtiG+foo0axvyr4UQz7On9t4YCGc9BWc8jjpxJEzqgfj1XdQlc7BGLCTHfRSGefCE1PY8LRmFB5Bt+Mg2Dh+R4NfDZDqyk75NmibJ0EME9pCTK2o6UQ07QUaTYu2q+z3kW/uXDyhFihSVkzKLKCEEjRo1KnV548aNESk7dYpdiCQcPPiqZOXf8OQbMPsJGHYm1MyA+jXg3xcrvhptEXRHqEpxonFT2nXtmvbEPOUmsrW6hOJejK73YilFvO3IZHHiPSFVApG1EjHlHMTbw5BrPyMgQoiPb4MFjyDeGoKo0w5+ex91wZuotkNh+ypIRBCaG3X0uZgdbyW/2klku5uSOPLckCoMvx7G+cNLyFHHEYitxeWUBM2NaC+3x7Hg/0oVUumOPOQ7wyFrdbF2OfE0Aol1SUGWIkWKqk+ZRdTJJ5/Mt99+W+ryxYsX0759+3LpVIrDA02TfPOLHYIM8MkSOOff4PPAE9fAAyMhzSNwa4liqQ2qCnFTkpN2LNla3WT/Q4k08hqdWyYBBaCEDq4AaE5QFmLGcMRrfWDFO/ZydxDyt6Cy/8Ksdypml3uwcrfAwoexEJh9RpPjbEQkoR00C9ShQEpBpjuKTysKXfZqUTI9sQoJX9Y0idPIRi58yE6eOqELaevnoE3sCrkbkUtewpGzFscunvxpzgT6N08lfaBUq0FY/SfbgQfh7WivnUXQncrkniLF4UKZRdRdd93F8uXLeeyxx9i+vajY4fbt23n00UdZvnw5d911V4V0MkXVZdekj3kRGDMLhj8MIx+Ded9BVU5ZkjBlCQEYi5d9QEJZkLMRLpsPngxQFmz+yV7YtAfizCdQ3hqY577CjriPHQk/0ZYXYd20mtxga3bEveVeZLmyYdcQzEKb0Bn3H2/h06PJfF3aK6eQLraVu5AyTYt8rTrWRe/agQPREPLNQZBr1wu1+k8mktaMxC6mv/yEE/OUm1F1T0S1GkSi9/OEm5yNdeEMcKZhDZ5BTrRqRKGmSJFi75TqWN6jR48SbZFIhMmTJzN58mQCgQBAstBieno6l156KZ988kkFdTVFVcM0LU5pted1zu+m8DhMjCP05dwSGqLeSch4LqLmcbDui6KFx/ZDeauTo9KJJ4qEUr7hISK9WHsrYX+YEHBE0Gb+C7b9gfzwOtyWCboL+f5VAGgzLyUw6C1Csd043B0AUdOBrNMZT4+HkfPuSLarU24gdtS5hOMlb59KKUJmkPSL3sVCSzqRqzpd8N2ylpyYo5gPWYoUKao2pYqounXrHsx+pDhMCXpMzu0oeP/rkg+OmhnQr7PCMI5cRx6hTGQsG/HRrcUFFMDsG8GTSVrjbmQRKLboSBFQADkJD+nnjEGbdBqE1iHn3Fi0MFAf87zx5BoeoHy/E02TuOObkIueK9YufnwV5wn/Qnc13q0VUCnFjkTx8xU1ncQiVCm/vxQpUuydUkXUa6+9VtqiFCnKjFNGefFmL3WqSybNEcQLAvA6t4GXb7dIc0aSPlNHIgIFaxckfaBo2gN6PgSv9YHIDsSskcjb/kIkSg+rP9yxLEVI1iBj5JfI51vYdQMBNAfW5V+RrTLLvYyFlIKgtQltYrfkFJ5qNRDx68ykj1Tw8q8IOUoPttmVI/T0pUhxWFPmPFEpUuwrQtgpDhIG3DxI8e+LAKUwFXicBm4tvs8Pvz3l6KmKKAU07AwnXw3b/4Bej6BWzUdc+oktpAZOwTIMytvKUtVwiwis+rhIQIGdLf3393EffQH5lO9UnlIKpbtR6Y0RuRuxzp9M4qhzcBx/KfL188BfB+X0o44gi2CKFClKss8i6q+//mL+/PnJ7OQNGjSgR48eNGzYsNw7l6LqIqUgL+HlnnGCtz4TJAxIT4ObBsHl51joKoa1h4A8IUCPbgMshPCjFLg0gzSnQX5cEjUrf529sqCkbkduHXMueKthah6ME67EsXo28pqlWL/MxKx2XKWwYqQ78lCIpJ+PUzMJeCA7IpN+PrqmEAoSVvn5/XhlFM+f7yHfvdxuSKsFQoPcf2wfKYAWg8g3PeV2TKUgZARIv+At5OZlRGq0Jxxz4K55Kr5L5qIymxOyMo6oadXKinP1hzjXzCG/66Mopx8Rz8W38E7iTc4iftTZe99BihQHwD6JqGeffZZXXnkFc5f5lyeeeIIrr7ySG2+8sZQtUxxphA0PZ9wiWbWhqC2UB/dPFPz+l+T/Lk/Do8fRRbzEtkJAup6LeOtiSERIH/wOUXx4ty5BTjsX3wXToVanw0ZIJdIaoCkFsVxyXY1JxCCt8Rm4Ni7FOOb8SpHhOt2Rhz7rUnCnE+z9HFHlwb9jKeKl8wkOn0u292hAEIisBmWR421ebg7UQlgQKyi8GKiHedkCEDLpI0U0254WLWcKhZSjZhfiBYEPUdOBlXkyhiVSAqoS4Fw5k8BHlyGUhZ71GzlnTyHw4VAcmxbj/nUKOb0nEm/e/6D0Zfz4sUyc+ApTprzFhAkvs2jR17hcLk49tRM33HAraWlpgB2gNW7cGD777BOysraTmVmNHj3O4PLLr8TlKrKodu58EoMGXUTz5i2YMmUSmzdvon79hlxxxTV06tRln/oWi8WYMmUS8+fPZePGf/B6vTRvfjTXXHMDLVock+z/N998xd9/r0cpi4YNGzF48DB69OhVbF/70q8ffljChAkv89tvKwA45piWjBx5Je3anbjP31tlpcwi6u2332bMmDG0a9eOkSNH0qJFCwBWrlzJ+PHjGTNmDPXr12fAgAEV1tkUVQNdlyxYLIoJqJ15fb7gjqGwYrOTE4+ihJBy6xbabzMRaxcAoL1xPt5TrkfOvAwsA/nOcHw3/0n0MKrjGqIm0l0z6aicZ3iI1+xMPFG2/FmaJlCquMO506ERL4fsmz6nif79WMTquQA4AMfxQxEFBYjFlHMI3vg7KmsNckJXQBG4bAE5nublYpHKN71w7BDczjRUk9PJlrVRSpF+6WeIlXOIHz2QPKP8rFA7oxRJAVWI/TkloA41ztUfEvjosqSzmb7pOzIntQaz4H6iFIGPLiNHOg+qReruu2/n9NN7ce65/Vi9eiUvvzwagLvuug/LsvjPf27mp5+Wcemll9OyZSt++eVnJk0ax6pVf/D006OKJa3+8ssF/PLLT1x++dV4PB6mTXuVu+66jWnTZlCvXv0y9ccwDG699Xp++eUnLrpoKMcffwKxWIzly5exZcuWpIjavHkT558/iJo1a2GaJj/8sIT/+797iETyOeecfsX2WZZ+LVmymFtvvZ6WLY/jnnseAOCNN6Zy003X8MwzL3LCCSeV+XurzJRZRE2bNo22bdvy2muvoetFmzVs2JBu3boxZMgQpk6dmhJRKYgbOlPn7TkXzvtfQ4sGgtyog0xvvNh0VSQhcRw9AOe23xHfvoDYsBgxY5i90BXAvOxzcqOHlzufZakSZQPLLqAkQXMDCI1srRamqexs2zt+J5Z+zAELjPy4huOEK9HXL0asmoP4ZTr8Mt1e6PTBgMmIT+5G/PiqXZ5Gc0AsG+E1KS+3y3zTg9XsfOLKXZTYVNbAffRgwoZjv/YphP3dGUbR9+xwaCVyP6WonDjXzLHzrBUgUCgznrRKChQohXPNnIMqovr27c+FFw4B4OSTO7BhwwY+/PA97rzzXr799ht++GEJN998OwMGXFiwzil4vT6ef/4pFi9eRIcOpyb3lUgkeO65l/B47N/w0UcfQ79+Z/Hpp/MYNuyyMvVn3ryP+PHHH7jnngc4++xzADBNRZcu3Yutt7NYsSyLE088mezsEDNmTC8hosrSr7FjXyQzsxrPPjsal8sFwKmnduKCC/oxduyLjB07sczfW2WuhlLmrG+rV6+mT58+xQRUIbqu06dPH1avXr2bLVMccYi918GVAv43DbJyBUIUfwgKAdlmOhvbP80/g38i/+T/gDsIgHXRTPK8Rx3W5U20XcqC7CmRZKGA0iZ0RZvYnaC1mYAzhnPJ88gJ3XAtG0eaHil1+7ISSqRh9p8ENY4t1q4Gvw3fPAeLRycFlDl0DnkZ7Yib5St0I4azWGJTy1IHJKDS9RyC+b/h1OyLya0lCOT8RLojt1z6m6Jiye/6KIna7VEU/T52ntZVCBK125Pf9dGD2q/OnbsV+3zUUc2Ix2NkZW1n6dIlAJxxRp9i6/TubYu8H35YUqz9xBNPSgoVgMzMamRkZLBp08Yy92fRoq/xeLyceWafPa73ww9LuOWW6zj33DPo1q0D3bufwgcfvMu6detKrLu3fkUiEX77bQXdu/dICigAl8vNaaf15NdffyEajRbb556+t8pMmUWUw+EgHA6Xujw/Px+HY/9uaCkOL5yawaW992xF6dASfvoTJswWGBSVzhBSY0fExx2vuGg5XKflbcdx3fIHWD3gF4yGpyHm3YmP7L2KtKqKXw+Tzpbkg13TJOlsJd2Rt9v1HUQRG76DvM2Q8zfaxO44592CXPgIAPLn13FqBz715NRM5LYVkLWq+IIl4+CkK+yyNQA1j0PVakOsnAVUeVIooLTpg5DjO+HP+Zk0l4lvyzfI8Z3Q378iJaSqAMrpJ+fsKaA5iwkpsAUUmpOcs6egnAe36HMgECz22em0fxvxeJycnBycTid+v3+XbQI4nU5ycrJ3aU8vsX+Hw0k8XtKXtDSys0NUr159j9acn3/+iZtvvhalFLfc8m9eemk848a9ytln9yUej5VYf2/9ys3NQSlFZma1EutVq1Ydy7LIzc3ZZZ+lf2+VmTKLqNatW/Pmm2+ybdu2Esu2b9/O9OnTadu2bbl2LkXVxDAsTj1OcWwpKXSGngFfLIdYHH5bB2aB34yUgi05bk76l2TyR4LcMOSG4dV5Lk64qR4rT53C/7d35+FNVXkDx783aUv3FgotyA6lxZbVLiyDVJZSBnhlER1EFBgYQUBFBgZ9VRydmVfqQoUiYKns4uCAtAoM0IICDosDoiK7rIKClG50I01y3z9iIqFpSdOWJvX3eR6eh57c7XfPPe0v9557jnLjR7T/HEGgW937I+fnVoTHwWQ0C+7FL+8IXh6Y7jKl9sAtfYLNRKrE4EFxiwEYh6aaCvIvoXzzyxhvIR3QP7aFHF3VOqZ7aPT45X6NZtUA07ACHj7Q2NTWlWMb4PAKeOSfpuzkp8No//0sAeVMzusMtFoNmqIslCtfg/4mmpX98dzzimnoAqMB5eJ/0JQWlrkjKJyLoruB/+YxcMsjPMtnqGDQ4b95DIrOeX5X+PsHoNPpuHHD+pjy8/PR6XRlEonqEBhYn6ysrAqHhtm5cztarRuJiUn06dOfDh060b59BHp9qUP79PPzR1EUm3eRrl/PQqPR4Ofnb2NN12N3EjVlyhSuXbvGoEGDSExMZMOGDWzYsIHExEQGDRpEVlYWTz31VE0eq3Ah3m7F/PtNI3/6HxXPX25ShDSAV8bD4B7w95WmslaNVeppTT13bxo8mPGuQoGNp08FxTB9WWNyus5GbRSJ0f5L16lpdbkoRj0ajYIHN9HsSwKDDs3K/ngfW4l2WW8ouIry/b/RZh3Hw71s3EUGT4zth8M9UVblxuErKVCCqj6ulqKYhhRAAQ8fjON3oY7dBm37mz7XuKE2DEdtY3qLRznyIe7frsTb3Tmfuer1RvLrtcIw7jNw9wL9TZT9C8BoAM9ADH/cQ762SbUP4Cmql8/uF3C/8mWZR3hmCiruV77EZ/cLtXF4NkVFxQCwffsWq3Lzz+bPq1O3bj0oLi5i27Yt5S6jKAparRaN5tffLzk52ezZs9uhfXp5eRER0YHPP9/BzZu/3sm6efMmu3btJCKiA56e1Tu2W22x+557TEwMycnJ/O1vf2P5cusOYffccw9z584lOjq6nLXFb43RqOKpKWTOWB8eijO9OVZQDCv+Da+t+HX05ukPg2r8JYnSa8k8WP63/x1facif/gQ+/iOd4rV/e5n7NN365py7uxYv9Qaafe+guXcEWq8wCpVAfMfvRFneF0qL0Gx52rK88aEPKGrQyWZncz+3IjR758OPh6z3u3YofuM/t3Q2d5TOoOVGQEf8xmaCuzf53u1QdEb8/2cJynf/RI18hBvaRngNW4Fb2lgw6tF3epxivfbOG68lpUYNusBwPGOeQtk7z1Kuxr1EsU9L9DclgXJ2uta/x/P4GlBVU6fyXx7hmTuXq790ztS1/n1tH6pFbGx3oqNjeffd+RQUFBAREcmxY0dZsSKV2NgexMR0q/Z9xscPZPPmT0hM/DsXL56na9f70On0HDnyDR07duZ3v7ufHj16sW7dWl599SUefHA42dnXWbEilQYNGlBU5Nhd5UmTpvLcc1OZPn0Ko0aNAVT++c8PyMnJ5pVX/l69QdaiSnVc6Nu3Lw888ADfffcdly5dAkyDbUZGRlplsEKYeWhK8PXyZMCfNRRZ9yPk739SaVy/1HKnxGBQKhxUUlWhVONLXqnrPGbRahUCjD+DAnnaYAwGFV9tEZ76PDj0PsoXb8C++fiN/xw8/FCOrof4103z5v1C7ToeXZvfU3yzbHP1dtdT7+iHKHt+6Twb0gFjxCNoPptj6SMVOOVrrhdVbUwtcyKlquaBNbXka4Pwi3mKghKFm3otN/ElcNhKQCVP7+cUA4SWx1NbSr0f96HcPi/ejhfxbtYNg38HdAbnTQIF6NoOJn/gcsswB/rGMVbjRKEopnGinGjATUVRmDt3HqmpS0hP/5hly1IICmrIww+PYsKESTXyFpqbmxtvv72AlSuXsWPHdtauXY2Pjw/h4fdaxoCKjo7lL395kbVrVzF79nOEhDTmkUdGk519neXLlzq03/vuiyYp6V2WLUvhb397GTCNEzV//mI6d+5abfHVNkW1415/YWEhQ4cOZcyYMYwbN+4uHFbtMRpVrl+33YnXmQQEmN6MyMur+ptXNU3RaCm46cnGPQr/OaLQPERl4mCV+r6luN8yRlSJwYv4P7tx+pLt7YQ2hYx5ery0zh8zmBOoq6ZBIVEwjP+MUjd/PL5ZhubiHtQez6KsGQL6m6aO2Y07Q8Kb8NEfTB3FLRvywDg2gxsBncr8YddoFAKVbLSr40Hrgf6xLegUbzy/T0PzyZ9Md7Cax1NsqEdNUJQ7zwnnbNequ7sW/xtH0aT2sDzCM/Z5FU3m86ZpZdzqYZzyLbnaplZvA5bH2eKrCdUV4/Xrpus6KCikysdkVl0jlpv7wNXlx7h1McZbrylb12lQkG+FbzhXlV13onx8fMjNzcXHx3UeoQjnoRoN+LgXMj5ByxPxGrQaFb1eX+aPr2+9myRO1jDiJdt3NRMnG/Grp0Ovt/mx0/FQdCg/7IU80xRJ2uV9UMIGo/nvYgAUvyao4zJNj++8G8LgZFg71JJAqTGTTWMvlRahWRmP3x93ke/XgVL9ryfONDlvAwIfz0BVFHIN9U3zvrV5EK9n+1Ck+NdYAgWuOaluaakBg18zlPbDUM7uwPDHPRT7tMSrWTe0K/pg7DyWUnd/DHaO0yVql67tYKtkSfXwo6D/wlo8IvFbYvczuM6dO3PkyJGaPBZRx5WWGjAaSiktLZtAganDb0x4KSv+V6XhLS+pNAyAZc+rxLbXo9c7Z2dlW4r17pS0HIhxiClpIu+iJYEiqB2GuL+akieNOxRlwY3L0Lw7YOoDdfOB/8P4x13g7g1B7TD6NcVW+EajSo6xgSWBAlNn81wlpEYTKFeWW+qL/vfJGCcdJL9eK4pvwg2f9hinfEtp3Cvku1CfO/HbpdfrK/xnrGiCUlEt7HqcB3D8+HHGjh3L7NmzGTFihFOPIFoV8jiv9mm0Wgp19bhRrEFVwd/biI/HTYwG10mgblXfqxS3DwbBpQOWMuOUI6DRoll2PxT98hqw1gMe+dD0OCmgNfluTUFR8C85i9EryCpJciXOfK1qNNZz4Gm1SqUfdThzfNXFmR/nVRdXe9T1008/8vDDD1a4zPjxf2LChEmWn10tRnu4xOM8gNdffx1/f39eeukl3nzzTVq0aFHmFUVFUVi5cmW1H6T4bTEaDHhpi2jc9NcGYXTN/Alft2I0Xy23SqAANNePo5781JRAKQrGR9aDbwiaNb+HZt1RSovx+cPH5N70JM8zFIMBl0ygnN3tkwjXpT8uom5r2LARqamr7riMqFl2J1Hmt/GaNGkCYHPQTSHEr7zc9NT7Pg1NxvOmgqB2GCMeQrNnLnw8FmV0GmpxLtw3nsLGvTGixW/Mv1G2/wXDw+vI03kBqmVSYiGEMHN3d6d9+4jaPozfPLuTqJ07d9bkcQhR59w0uuPVNgEahIKiYHgiA53Gl3oBLdFsegpj3iWUoSkYtN6UFJpuN9/wj8RnVBq5Oi+58ySEEE7OriQqOzubH374gfr169OiRYtq23lhYSFJSUls3bqV/Px8QkNDmTp1Kv369bvjuhcvXmTu3LkcOHAAo9FIdHQ0s2fPJjQ0tNqOT4iqML05F0Tg2EwActUgjKUqaruH8Hw6jhK3hrjVq//L0qZn+DqD9pdhDCSBEnWPRqPBYHBsKhEhbFFVA1pt7c3bW+HbeUajkTlz5tCrVy9GjRpFQkICjz76KNnZ2dWy82nTpvHpp5/y7LPP8t577xEaGsq0adPYtWtXhetdv36d0aNHc/nyZRITE5k3bx55eXmMGTOGK1euVMuxCVEdjEaVXDXIlED90v+m0OBJnnsLCg11Y9oDIezl7u6OXl9KYWH+nRcW4g4KC/PR60txd6+9JKrCO1Fr1qzho48+Ijg4mC5dunDhwgUOHz7MnDlzWLiwauNw7Nq1i71797Jw4ULi402jpnbv3p0ffviBuXPnEhcXV+6677//Pvn5+WzYsIGQENNbHl26dKFfv34sXryYV199tUrHJkR1ur3zMpiGcxDit8bHJ4DS0lJu3MihuLgARXGeUeHNk27U5VEB6lKMqmpAry+lXj1vfHyqf+Jme1V4JyotLY22bduyZcsWFixYQHp6OiNHjuSzzz4jP79q3yQyMjLw8/OzenSnKArDhw/n7NmzfP/99+Wum5mZSc+ePS0JFED9+vXp06cPGRkZVTouIYQQNUNRFAIDG+LrG1Crj2BscXPT4ubmPEldTahLMWq17vj6BhAY2LBWh1yq8E7UuXPnmDp1Kr6+vpayMWPGsH79es6fP0+nTp0c3vHp06cJDQ0tM+deeHg4AKdOnbLZv6mkpISLFy8ycODAMp+Fh4ezadMmrl+/TlBQkMPHJoQQomYoioKvb2BtH0YZMt6XcESFSVRxcTHBwcFWZeafi4qKqrTj3NxcWrVqVaY8ICDA8rkteXl5qKpqWe5WgYGBlnUdTaIU5dcLzZmZv024wrE6SmKsG+p6jHU9PpAY64q6HqOt+Gr6JtUdp325/TaZ+efqeP26oltwd7o9V1dHTBdCCCGEa7jjEAe7du2yGlizuLgYRVHYunUrJ06csFpWURTGjRtn144DAwNt3m3Ky8sDsHmnyVyuKIrNdc1l5jtSjlBV17jV+Vu4LSsx1g11Pca6Hh9IjHVFXY+xvGlfavKeyx2TqE2bNrFp06Yy5evWrStTVpkkKjQ0lO3bt2M0Gq36RZ06dQqAsLAwm+t5enrSvHlzy3K3OnXqFA0aNJD+UEIIIYSocRUmUatWVTwvT1XEx8ezfv16du7cSf/+/S3laWlptG7dusJBM/v3788HH3zAtWvXaNTINDdQbm4un332GYMHD66xYxZCCCGEMFPUWppbQlVVxo4dy8mTJ5k1axbNmjUjLS2NtLQ0Fi1aRN++fQF4/PHH+fLLLzl58qRl3aysLIYOHUpwcDBTp07Fzc2NxYsXc/78eTZu3Mg999xTpeNyhdk2zLcnXeFYHSUx1g11Pca6Hh9IjHVFXY/RVnyKUrN9qGstiQIoKChg3rx5bNu2zWral1vvTNlKogDOnz9PYmIiBw4cQFVVoqKimD17Nu3atbvbYQghhBDiN6hWkyghhBBCCFd1xyEOhBBCCCFEWZJECSGEEEI4QJIoIYQQQggHSBIlhBBCCOEASaKEEEIIIRwgSZQQQgghhAMkiRJCCCGEcIAkUUIIIYQQDpAkSgghhBDCAZJECSGEEEI4QJIoIYQQQggHuNX2AfzWXLlyhdTUVI4ePcqJEycoKipi1apVdOvWzWo5nU7HypUrSUtL4/Lly/j6+tKhQwemTp1Kx44dLcvt27eP9PR0Dh8+zJUrVwgICKBTp048/fTThIeHW23TPJnz7QYNGkRSUpLTxnjgwAGeeOIJm/vasmULbdu2tSr7z3/+w/z58zlx4gQ+Pj7Ex8czc+ZM/P39nTbG559/no0bN5a7vy+++IJGjRoBd6ceKxNfcnIymzZt4tq1azRp0oSRI0cyceJEtFqt1bKFhYUkJSWxdetWqwnH+/XrV2b/zlaH9sTo6m3RnhhdvS3aE6OztcXKXFf2nm9na4vVHePdbIuSRN1lFy5cYPPmzURERNC9e3d27txpc7lXXnmFtLQ0nnzySbp3705OTg7vvfceo0ePZuPGjYSGhgLw4Ycfkpuby7hx42jbti1ZWVmkpqYycuRIVq9eTZcuXay226pVKxITE63K6tev79Qxms2cOZOYmBirsmbNmln9fODAAZ588kn69evH9OnT+fnnn3nrrbc4deoUa9euRaOpnpuv1R3jlClTGDVqlNW6er2eCRMmEB4ebvmlbVbT9WhvfM888wx79+61JIVfffUVycnJ/Pzzz7z88stWy06bNo1jx44xc+ZMmjVrxsaNG5k2bRpLliwhLi7Ospyz1aG9MbpyW6xMPYJrtkV7Y3S2tmjvdVWZ8+1sbbG6Y7yrbVEVd5XBYLD8PyMjQw0LC1P3799vtYxOp1MjIyPVmTNnWpVfuHBBDQsLUxcsWGApy8rKKrOPvLw8NTo6Wp02bZpV+ZgxY9QHH3ywOsKoUHXHuH//fjUsLEzNyMi4474feughdejQoVbH8MUXX6hhYWHq5s2bHQ2pjOqO0ZZt27apYWFh6rp166zK70Y92hPfoUOH1LCwMHX58uVW5cnJyWp4eLh65swZS9nnn3+uhoWFqdu3b7eUGY1GddSoUerAgQOt1nemOqxMjK7aFisTo6u2xcrEaEtttkV7ryt7z7cztsXqjvFutkXpE3WX2ZO5azQaFEXBz8/PqtzX1xcADw8PS1lQUFCZ9f39/WnZsiVXrlyp4tE6prpjtNfVq1c5cuQIQ4cOtTqG3/3ud4SEhLBt27ZKb7M8dyPGDRs24OXlxaBBgxw/UAfZE9/XX38NQJ8+fazK+/bti6qqZGRkWMoyMjLw8/OzelygKArDhw/n7NmzfP/994Dz1WFlYnTVtliZGO3lyvVoS222RXuuq8qcb2dsi9Ud491si5JEOSGtVsuYMWPYuHEjmZmZFBQU8MMPP/DXv/6Vhg0bMmzYsArXz87O5vTp07Rr167MZ+fOnSMmJoaIiAgGDBjAokWLKC0traFIyudIjHPmzCEiIoKoqCgmTZrEd999Z/X5qVOnAGzGHRYWxunTp2sklvJUpR5//vln9uzZQ0JCgiXpupUz1KN5f7cng+afzfUBcPr0aUJDQ8v8wTP3TzAv62x1WJkYbXGFtuhIjK7WFqtSj87YFm+/ripzvl2lLVYlRnu2d6uq1KH0iXJSs2fPxtfXl6effhqj0QhAixYtWLVqFSEhIeWup6oqL7/8MkajkQkTJlh9FhUVxaBBg2jTpg1FRUVkZmayYMECjh49yrvvvluj8dhib4x+fn6MHTuW2NhYAgMDOXPmDCkpKTz66KOsWbOGzp07A5CbmwtAQEBAmX0FBARw7Nixmg/qNo7WY1paGgaDgZEjR5b5zFnq0dyJ+PDhwzRp0sRS/tVXXwG/1of5/61atSqzDXNdmZd1tjqsTIy3c5W2WJkYXbUtVqUena0t2rquKnO+XaEtVjVGe7ZnVtU6lCTKSb333nukpqby3HPP0aVLF3Jycnj//feZOHEiq1evLtOJ0+yNN94gMzOT119/vcybMtOnT7f6uU+fPjRs2JAlS5Zw8OBBoqOjayocm+yNMSIigoiICMt60dHR9O3blyFDhpCUlMSKFSustqsois39lVdekxytx48//piWLVuW6bwLzlOPvXv3pmXLliQmJlK/fn0iIyM5fPgw77zzDlqttsz5ruj827vs3a7DysZ4K1dpi5WJ0VXbYlXq0dnaYkXXlb3n29nbYnXEaO/2qlqH8jjPCZ05c4akpCSmT5/Ok08+SWxsLAkJCbz//vvcuHGj3Ow4KSmJZcuW8eKLLzJixAi79mV+pGTuM3C3OBqjWaNGjejVqxfffPONpSwwMBCw/a0yLy/P5jeYmuRojAcPHuTcuXN21yHUTj16eHiwdOlSGjduzLhx44iJiWH69OlMnjwZf39/goODLcsGBgaWWy/w67dLZ6vDysR4K1dqi47GaOYKbdHRGJ2tLZZ3XVXmfDt7W6yOGO3ZXkUqU4eSRDmhEydOoKoqHTp0sCr38/OjZcuWnDlzpsw68+fPZ8mSJcyaNavccVxsMT9iqq5XVe3lSIy3Mx+7mflZt61n46dOnbL5LLwmORrjhg0b0Gq1DB8+3O591VY9tmzZknXr1rF7924++eQT9u7dS0JCAjk5OVbf4EJDQzlz5kyZOjP3cwgLCwOcrw7B/hjNXK0tQuVjvJ2zt0VwLEZnaosVXVeVOd/O3BarK0Z7tleRytShJFFOyPyt6MiRI1blubm5nD9/vkxfmoULF7Jo0SKeffZZJk6cWKl9paenA1j6MtwtlY3xdteuXWPv3r1W4300btyYDh068Omnn1r9gti3bx9Xr15lwIAB1ReAHRyJsaioiK1bt9KrV687noNb1VY9moWEhBAeHo6XlxdLly6lYcOGDBw40PJ5fHw8+fn5ZcbwSUtLo3Xr1pbxspytDm91pxjBNdvireyJ8Xau0BZvZW+MztQW73RdVeZ8O2tbrM4Y7dleRSpTh9InqhZs3boV+PWP63//+19ycnLw8vIiLi6O++67j8jISN555x2Kioro2rUrOTk5pKamUlxczOOPP27Z1rJly0hOTqZPnz707NnT6vajh4eHpf/CwYMHSUlJYcCAATRt2pSioiJ27NjBxx9/zMCBA4mKinLaGP/85z/TvHlzIiMj8ff35+zZsyxdupSSkhJmzJhhtd+ZM2cyYcIEZsyYwR/+8AeuXr3KW2+9RefOne/4x6A2YzTbsmULRUVFPPTQQzb3eTfr8U7xAaSkpBAcHEyTJk3Iyspi8+bN7N69m8WLF+Pt7W3ZVlxcHN26dePFF18kNzeXZs2akZaWxqFDh1i0aJHVfp2pDisTo6u2xcrE6KptsTIxmjlLW7T3urL3fDtjW6zuGO9mW1RUVVWr5zQIe90+7LxZ06ZNLd8O8vPzSUlJITMzk59++gk/Pz/uvfdepkyZQteuXS3rlDdk/e3bu3DhAv/4xz84ceIEOTk5aDQaWrduzbBhw3j88cfLTNHhTDGmpKSwefNmLl++THFxMYGBgcTGxvLUU09Zbj3favfu3SQnJ1umBejfvz+zZs2q9mf41Rmj2ejRozl79ix79uzB3d29zOd3sx7tiW/BggV88sknXL16FS8vL6Kiopg2bRqRkZFl1isoKGDevHls27bNaqqJ/v37l1nWmerQ3hhduS3aG6Mrt8XKXKvgPG3R3usK7D/fztYWqzvGu9kWJYkSQgghhHCA9IkSQgghhHCAJFFCCCGEEA6QJEoIIYQQwgGSRAkhhBBCOECSKCGEEEIIB0gSJYQQQgjhAEmihBBCCCEcICOWCyGc0oEDB6zmu9JoNPj6+hISEkJkZCSDBw/m/vvvd3g2+ePHj5OZmcnw4cNp1qxZdR22EOI3RJIoIYRTGzJkCL1790ZVVQoLCzl37hw7duwgLS2Nnj17Mn/+fPz9/Su93ePHj7Nw4UJiY2MliRJCOESSKCGEU4uIiGDo0KFWZS+88AJvvvkmy5cvZ8aMGaSmptbS0QkhfsskiRJCuBytVsvzzz/Pt99+y549ezh48CDR0dFcvXqV5cuXs2/fPn788UdKSkpo3rw5w4YNY8KECZa5sJKTk1m4cCGA1SPD4cOHM3fuXAB0Oh3Lli3j008/5eLFi9SrV4/o6GieeeYZywSmAKqqsnLlSjZs2MClS5dQFIVGjRoRFRXFq6++anPeNSFE3SBJlBDCZY0cOZJDhw6xa9cuoqOjOXnyJNu3byc+Pp4WLVpQWlrKnj17ePvtt7l06RKvvfYaAPHx8Vy7do1169YxefJk2rRpA0CLFi0AKC0tZcKECRw+fJihQ4fy2GOPUVBQwEcffcSjjz7KmjVr6NixIwCLFi1iwYIF9OnTh1GjRqHVarl06RI7d+5Ep9NJEiVEHSZJlBDCZYWHhwNw/vx5AGJjY9mxY4dVZ/Nx48Yxa9Ys/vWvfzFt2jSCg4Np3749Xbp0Yd26dfTs2ZNu3bpZbfeDDz7gyy+/JDU1lfvvv99SPnr0aIYMGcIbb7zB6tWrAcjMzKRt27YsWbLEahszZ86siZCFEE5EhjgQQrgsX19fAAoKCgDw9PS0JFA6nY7c3Fyys7Pp1asXRqOR7777zq7tfvLJJ7Rp04bIyEiys7Mt/3Q6HT179uTQoUOUlJRYjuHq1ascPHiwBiIUQjgzuRMlhHBZ5uTJnEzp9XpSUlJIT0/nwoULqKpqtXx+fr5d2z1z5gwlJSX06NGj3GVycnJo0qQJM2bMYOrUqTz22GMEBwcTGxvLAw88QEJCAh4eHg5GJoRwBZJECSFc1smTJwFo3bo1AHPnzmX16tUMGjSIyZMn06BBA9zd3Tl69ChvvfUWRqPRru2qqkpYWBgvvPBCucs0aNAAgK5du5KRkcEXX3zBgQMHOHDgAJs2bWLx4sWsXbuWwMDAqgUphHBakkQJIVzW+vXrAYiLiwMgPT2dmJgYkpKSrJa7cOFCmXUrGqSzZcuW5OTk0L17dzSaO/d68PHxISEhgYSEBMDUp+q1115j/fr1TJw40e54hBCuRfpECSFcjsFgIDExkUOHDhEXF0dUVBRgGtX89kd4RUVFrFixosw2vL29AcjLyyvz2bBhw7h27RrLly+3uf+srCzL/7Ozs8t8HhkZWe62hRB1h9yJEkI4tWPHjpGeng5gNWL55cuX6dWrF2+//bZl2YSEBNatW8f06dPp2bMnWVlZbNiwweYjtY4dO6LRaFiyZAl5eXl4e3vTrFkzOnfuzBNPPMHevXt544032L9/P927d8fX15cff/yR/fv34+HhYXk7b9CgQXTp0oVOnToRHBzMtWvX+Oijj3B3d2fw4MF35RwJIWqHot7+tU0IIZyArbnzvL29ady4MR06dGDw4MH07t3bap3i4mIWLFjA1q1bycrKokmTJowcOZKOHTsybtw4Xn/9dUaMGGFZfuPGjSxdupSLFy9SWlpqNdimXq9n7dq1pKenc+bMGQCCg4Pp2LEjw4cPp1evXgCkpKSwa9cuzp49y40bNwgKCqJz585MmjTJckdKCFE3SRIlhBBCCOEA6RMlhBBCCOEASaKEEEIIIRwgSZQQQgghhAMkiRJCCCGEcIAkUUIIIYQQDpAkSgghhBDCAZJECSGEEEI4QJIoIYQQQggHSBIlhBBCCOEASaKEEEIIIRzw/4XkwrB9v8maAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "ax = plt.subplot()\n",
    "ax.set_title('Level of confidence of our model to assign canonicity')\n",
    "\n",
    "\n",
    "ax = sns.scatterplot(data=results_noncanon, \n",
    "                     x='date', \n",
    "                     y='proba_canon', \n",
    "                     hue='metadata', \n",
    "                     style=\"metadata\",\n",
    "                     ax=ax)\n",
    "\n",
    "\n",
    "ax = sns.regplot(data=results_noncanon, \n",
    "                 x='date', \n",
    "                 y='proba_canon', \n",
    "                 color='red', \n",
    "                 order=3, \n",
    "                 scatter=False, \n",
    "                 ax=ax)\n",
    "\n",
    "ax.set_xlabel('Dates')\n",
    "ax.set_ylabel('Probability assigned for canon label')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "211c2e46",
   "metadata": {},
   "source": [
    "### SELECT GT == CANON"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "6b310b00",
   "metadata": {},
   "outputs": [],
   "source": [
    "results_gt_canon = df_probs_shorter[df_probs_shorter['metadata']=='canon']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "14d076fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "ax = plt.subplot()\n",
    "ax.set_title('Level of confidence of our model to assign canonicity')\n",
    "\n",
    "\n",
    "ax = sns.scatterplot(data=results_gt_canon, \n",
    "                     x='date', \n",
    "                     y='proba_canon', \n",
    "                     hue='metadata', \n",
    "                     style=\"metadata\",\n",
    "                     ax=ax)\n",
    "\n",
    "\n",
    "ax = sns.regplot(data=results_gt_canon, \n",
    "                 x='date', \n",
    "                 y='proba_canon', \n",
    "                 color='red', \n",
    "                 order=3, \n",
    "                 scatter=False, \n",
    "                 ax=ax)\n",
    "\n",
    "ax.set_xlabel('Dates')\n",
    "ax.set_ylabel('Probability assigned for canon label')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c6c1085",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "62109cae",
   "metadata": {},
   "outputs": [],
   "source": [
    "results_gt_noncanon = df_probs_shorter[df_probs_shorter['metadata']=='non_canon']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "bb937836",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "ax = plt.subplot()\n",
    "ax.set_title('Level of confidence of our model to assign canonicity')\n",
    "\n",
    "\n",
    "ax = sns.scatterplot(data=results_gt_noncanon, \n",
    "                     x='date', \n",
    "                     y='proba_canon', \n",
    "                     hue='metadata', \n",
    "                     style=\"metadata\",\n",
    "                     ax=ax)\n",
    "\n",
    "\n",
    "ax = sns.regplot(data=results_gt_noncanon, \n",
    "                 x='date', \n",
    "                 y='proba_canon', \n",
    "                 color='red', \n",
    "                 order=3, \n",
    "                 scatter=False, \n",
    "                 ax=ax)\n",
    "\n",
    "ax.set_xlabel('Dates')\n",
    "ax.set_ylabel('Probability assigned for canon label')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "357afa13",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "22d928ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NmqHrOrt27fLtGxoaysGDBzlw4MB1+0vxoK5YsSJT02uaprFx40ZfaMLVDBs27LrH3cp9JKP3N4Dg4GDA+/tOSEjwTTeGhYWxc+fOVMfWrl2b2rVr+7U1atQIj8dzU9fj1Vx7/aXcg44dO5bu5120aBEAzz77bKoYKCHETcfNNm3alBIlSvim2FOYO3cukZGRtGvX7qb6zSqMqb3bwKFDhwDvHP718mhcuHDB9+8uXbrwwQcfsHDhQlq0aAHAwoULkVL6PdBT+k3rJpxWvxklZY6+YsWKqbZFR0cDXmFXo0aNTPedcuO/0WqhkydPoihKmkvpK1asyJo1azh58qTPTQ5QsmTJVPtGRkYCEBsbe8Npp7RI+ZzXBqEXKlQo1Y3yZr6PG9kMcOnSJeLi4mjevHm6N6YjR46g6zpz585l7ty5ae6T1vmuJuW7r1ChQqptKdfDiRMn0u0jO/pOISNTedeS1phERERQsGDBVNMSKd95yneT3mcqX748iqL4PlPK/8uVK5dq37SOP3ToEElJSTRp0uS6tl+8ePGmPvP1OHnyJIUKFUpz8UCFChXYu3cvly5dIn/+/NftIyW2ceHChRw7dgwppd/2+Ph4379ffvllnn/+ebp27UrJkiVp2LAhrVu3pk2bNj7RMWDAANasWcObb77JJ598Qr169WjevDn33HOP3+//WmJiYrDb7WmOT3pjdiv3kYze3wC2bNnC119/zY4dO3A6nX7b4uLiMm0XZO56TK/vlGnFlH6vx7FjxxBCpApDuVWEEPTu3ZsxY8awd+9eqlSpwokTJ9i2bRuDBw/OcSszDSF1G0kJLEyLqx/K+fLlo2XLlqxevZrExERCQ0NZtGgR5cuX9xMvKTeoDz/8kEKFCqXZ740enGlx7Y0vkKT0faM3lZuxIb0Vd7fyma5n67V93sz3kRGbM2p7yn733nuvXxzd1dxo5czt+O5vlbQCuFOw2WyZ7u9630Egv5ur903rekqrHyklUVFRaca0pJDWy86tEIjv6IMPPuCHH36gc+fOjBgxgqioKMxmM7t37+aTTz7x82i1a9eOtWvXsmHDBn7//Xd+/fVX5s6dS/369Zk8eTIWi4V8+fIxd+5ctm/fzq+//srvv//O+++/zxdffMH48eOpU6dOpj9LevefW7mPZPT+tnPnTh588EFKlSrFs88+S4kSJXyevKeffjrN8wT6esxI3xn5vFm1WrtXr1588cUXzJ07l9dee425c+cipaR3795Zcr5bwRBSt4HSpUsDXrduem+XV9OjRw9Wr17N8uXLKVu2LMeOHePZZ5/126dMmTKAV3hltN+MkBIs/u+//6YKHD948CBwcwINrrwJ7tmzx2f/9Wz45ZdfOHToUKq3nRTPz9Xu96yiZMmSHD16FE3T/G42586dIyEhwW/frPo+oqKiiIiISHMl59WUKlUKIQRut/umz5/yvaZ8z1dzq999ZvuOjIxM8434Vr1WgSS9z3T48GF0Xfftk/JbSrl+ryatttKlS3P06FFq1ap1U97U65Heg69UqVJs2rQpVZBvio2hoaGpgqCvZeHChTRo0IAxY8b4tV9vmigyMpJu3brRrVs3pJR88sknTJgwgTVr1tCpUyfA+6Bv2LChL9/Qvn376NWrF9988w3jx49Ps9/8+fMTHBzst7IvhcOHD6f7GW6WjN7fFi9ejKZpfPfdd37XvN1u9/PYZZbMXI+BoGzZsmzatIn9+/dTs2bNTB17IwFWsGBBWrduzc8//8yzzz7LTz/9RK1atQL+8hAIjBip20DVqlWJjo5m1qxZaT4EPB5PqgdGy5YtyZcvHwsXLmThwoUoikK3bt389unUqRMWi4UvvvgizRVkCQkJvuWnmaFNmzYIIZg4cSJut9vXfu7cOebPn0/x4sVTrZjLKB07dsRsNvPVV1+luYw85Q0oZQ58/Pjxfm9FBw4cYO3atdSrVy9dt36gaNu2LRcuXOCnn37ya//uu+9S7ZtV34eiKHTp0oWDBw+mmSYgZXxSPJmrVq3i77//TnO/a+PKrqVatWoUK1aM+fPn+6VgcLvdTJw4ESFEpleK3WzfZcqU4ciRI5w9e9bX5nK5mD59+k2dPyvInz8/derUYd26dX5xPlJK3wM+ZUVS/vz5qV27NmvXrvV7uLtcLqZMmZKq7+7du6PrOp999lma576ZaXu4EpuT1vRRu3bt0HU9lTjZsGEDe/bs8Ztyux6KoqTyZNjt9lSfUdO0VKJBCOG7t6TYl9Y1W65cOaxWa5qfIQVVVWnevDk7d+7kjz/+8Nt29YrYQJLR+9v1PEDffvvtDWPQ0iMz12Mg6Nq1KwCfffZZmve29Dxa6V2HKfTu3Zu4uDhef/11zpw5kyO9UWB4pALGli1bUs1zg/fh1q9fPz766COGDBnCvffeS69evahQoQIOh4Njx46xatUqnnnmGXr27Ok7zmw2c8899zBt2jR27dpFkyZN/AJ0AYoUKcIbb7zBq6++SufOnbn33nspXrw4MTExHDhwgNWrV7NkyZJMe27KlSvHgw8+yIQJExg4cCCdOnUiKSmJH3/8EbvdzieffHLTiSuLFCnCyy+/zFtvvUXXrl3p1q0bxYsX5+zZs6xZs4b33nuPKlWq0LRpUzp16sSSJUuIi4ujdevWnD9/nhkzZmC1Wnn11Vdv6vyZZfjw4SxevJjXXnuN3bt3U6FCBbZt28bff/+d6s08q74PgKeeeoqtW7fy6quvsnnzZurVq4eUkr179+LxePj4448Bb46V/v37M3DgQLp160bVqlXRdZ0TJ06wZs0aunfvzhNPPHHd86iqymuvvcbIkSO57777fGkEli1bxt9//82IESPSfdNOj8z2PWDAAJYsWcIDDzxA3759cbvdLFy4MMcl2HzllVcYNGgQAwYMoH///hQsWJB169bxyy+/cM8999C4cWPfvi+++CKDBg2iX79+DBgwwJf+IK3pyo4dO9KzZ0+mTZvG7t27ad26Nfny5ePMmTP8/fffHDt27KaC8ytUqEBISAgzZszAZrMRHh5OVFQUjRs3pkePHixYsIDvvvuOU6dOUb9+fY4fP86MGTMoUKAAzzzzzA3779ChA7Nnz+app56iSZMmXLhwgXnz5vnieVJISkqiWbNmtGnThqpVqxIVFcXJkyeZOXMmERERtG7dGoDXXnuNM2fO0KxZM4oVK4bD4WDZsmUkJSWlerm8lqeeeopffvmF4cOHM3DgQIoUKcL69et94izQ01IZvb+1a9eOKVOm8NBDD9GnTx/MZjObN29m//79N/T43YjMXI+3Ss2aNXnooYf47rvv6NmzJ506daJgwYKcPHmSFStWMGfOnDSD7sH7bCxdujRLliyhZMmSFChQgKCgIL9cdM2bN6d48eIsWrSI4ODgVAtzcgqGkAoQmzZtYtOmTanay5YtS79+/ahSpQoLFizg22+/Ze3atcyaNYuQkBCKFy9Ojx490ry4u3fvzg8//IDdbr/uDaNXr16UKVOGSZMmMXv2bBISEoiMjKRs2bKMGjWKggUL3tTnee655yhdujQzZszg008/xWw2U6tWLT799FPq169/U32m0L9/f0qVKsXEiRP54YcfcLlcFCpUiMaNG/vlqPnkk0+oWrUqCxYs4IMPPiA4OJgGDRowatSo21YYOSIigunTp/PBBx/w008/IaWkYcOGfP/992kGlWfV9xEREcHs2bMZN24cq1atYvXq1YSEhFC+fHkGDhzo269o0aLMmzeP7777jrVr17Jo0SKsVitFixaldevWvqmS9GjTpg1Tpkzhm2++8Xkly5cvzzvvvHPLb4SZ6btevXp88MEHjBs3jo8//phChQrRr18/qlevnm5A/+2mRo0azJo1i7FjxzJz5kzsdjslS5Zk9OjRqVaH1alTh8mTJ/Ppp58yfvx4QkND6dixI/369fO93V/N+++/T8OGDfnxxx/59ttvcbvdFCxYkKpVq6aa6s8oNpuNMWPG8H//93+89957uFwu7rrrLho3bozZbGbixIl88803LF26lFWrVhEWFkbHjh156qmnKFq06A37f+mllwgJCWH58uWsWbOGokWL0qdPH2rUqOH3vdlsNoYMGcKWLVvYsmULSUlJFCpUiDZt2vDII4/4Xhy7devG/PnzWbBgATExMYSGhlKhQgXGjh1Lhw4d0rWlXLlyTJ8+nQ8//JDvv/8eq9VKq1at+N///ke7du2yJNt2Ru5v9erV44svvuDrr7/m888/x2q10qRJE6ZNm+b3e74ZMnM9BoLRo0dTuXJlpk2bxoQJE5BSUqRIEVq0aHHDmMVPPvmE9957jzFjxpCcnEzx4sX9hJSiKPTq1YuxY8fSqVOngE5xBxIhszK61MDAwMDAIIexa9cuevXqxbPPPsvDDz+c3eYYpMN3333HJ598wqxZs667sCC7MWKkDAwMDAzyLNfGK0opmTBhAkBAF4UYBB6Px8Ps2bOJjo7OsSIKjKk9AwMDA4M8TLdu3WjUqBHR0dEkJyezbt06tm/fTufOnalevXp2m2eQBidOnODvv/9mzZo1nDhx4roLLnIKhpAyMDAwMMiztG3blnXr1rFo0SI8Hg8lSpRg1KhR6dbbM8hefv/9d1/9zscff9xXSzSnYsRIGRgYGBgYGBjcJEaMlIGBgYGBgYHBTWJM7V2DlJKs8NGlpCsx/H+3H2Pssw9j7LMPY+yzD2Pss49rx16IwOcLuxZDSF2DlHDxYuqMtLdKRIQ3iWBcXHLA+zZIH2Pssw9j7LMPY+yzD2Pss49rxz5//lCyWEcZU3sGBgYGBgYGBjeLIaQMDAwMDAwMDG4SQ0gZGBgYGBgYGNwk142RGjx4cKY7E0IwderUWzLIwMDAwMDAwCC3cF0hdfLkydtph4GBgYGBgYFBruO6Qmrt2rW3045chdvtJDnZjsfjyvDy1oQEFQCXS8tCywzSIieOvRACmy2IoKAQhDBm2A0MDAxyK0b6g0ySlBRPQsIlQGAymTP8EPR4cs5D/E4jJ469pnmIj4/B5XIQGVkwu80xMDAwMLhJMi2k7HY7f//9NxcuXKBJkyYUKFAgK+zKkbjdThISLmG1BhMREYWiqBk+VlW9iSw0zcjQdrvJiWMvpSQxMY6kpDhcLgcWiy27TTIwMDAwuAkyNacwY8YMWrRowbBhw3jhhRf4999/AYiJiaFGjRrMnj07S4zMKSQn2wGRaRFlYHAtQghCQ8MRQiE5OSm7zckwFlUj0mL3a4u0JGNRc57Xz8DAwOB2kGEhtWLFCt566y0aNmzIO++8w9W1jqOiomjevDlr1qzJEiNzCh6PC5PJbIgog4AghIKqmtD13CFCLKpGWOzfmH5+hEhzIkIIIs2JmBY9SFjcP4aYMjAwuCPJsJCaOHEiDRs25KuvvqJt27aptlevXt3nocqrSIkRGGwQUIRQ0PWcM+V4PUwmhTDnCZTv70bsX4hp4YNEBbsw/TQEcWAxytR2hLlPYTIZvw8DA4M7iwzf9Q4cOED79u2vu71gwYJcvHgxIEYZGBjkLDweHU9QQWTl7gCIg8tQPiyEOLQKAFm1Fx5rfjwePRutNDAwMLj9ZFhIKYqCrl//Jnnu3DmCgoICYpRB3kMgUfC/fhRhPHRzE3HuENwdxyIrd/M2XJ6SlFV64r77M+LcIdlonUFmMKuSqCAXinKlmmuEOYkQ1Siya2CQWTIspCpXrswvv/yS5jZd11m+fDk1atQImGEGeQeBRNHsCEeMT0ypQkOJP4mKm//+O02zZvWZOPHbbLbU4EYIJDjj/RudCd52g1yBWZWEJe1DndKaSC6gqoIIcyLm5U9iOzAny8RUqGonSHX6/lZVhQirAyFEOkelTaQ5kXDTlUUaFlUnf6iGSc18XwYGt0qGhdTAgQPZuHEj//d//0dcXBzgXcJ9+PBhRo0axcGDBxk0aFCWGWqQfSxd+jM//jjjpo71iqhkxMV/EXHHEY6LqIqOuHQE7BcQFw6gCs8t2ZeQkMDEid/y55/bb6kfg/SJNCd6Y6KOrPM2WEIBEIdXYVr4IJHmxGy0ziAjKIogXE1Endwazv6D+n07IpVYzMtHIXbPQVkyEtu5bVjMgRUkYSY71r++Ifj0eoJUl1dEaacx/zSESDU2U2Iq0pyIafEjmDe/S7gpCYuqE5awG+XL6oS7jxtiyuC2k+E8Up07d2b//v2MGzeO8ePHAzB8+HCklEgpeeKJJ2jZsmWWGWqQfSxd+jNnzvzH/ff3z/SxEgGqBVQzeJyIuBOQeAY0t3cHSyh4bu3Gl5iYwOTJ3wFQt279W+rLIG1UVUF1xCCObwZA1uiH7PoNYuFDiN1zEMc3ojovoZrD0TRjyjanousSh2bC1uZtlBXPQswhlE9L+rbLip3RitTF5Q6chzHE5MCy63uU9W+CEATf/yPBReugTGoBiWdQZ95LvkEriHHcOJdaqMWN6bfPEft/RgBmwFy1N8oPHcDjQP3+biJG7uJiorGy2uD2kamEnE8//TR33303P//8M4cPH0ZKSenSpenWrZsxrWdwXTRMqPkrIS7sB815RUQFRSEjSqAlnc1eAw1uiKbpxFtKEjZ0Pcr2b3G3fof4JIXwjmMxW0KQd40k3lzCEFG5gCQtCFFtIFZXIsq6133tsnRzPPdOINYdGtDzOWUQ1kpd4ZePwH4B5cf7QbWCx+E9b+OnSXZn7GUqyW3GfNcTqIfXIk79jvLbl/Dbl96N5iD0PnNJSDY8Uga3l0xnNq9WrRrVqlXLClsMMsjSpT/z3ntv8n//9zX//LODxYsXcunSJcqXr8CoUaOpXr0Gf/31B+PHf82//+4nJCSEHj1688ADw/362bdvD1OnTmLnzr+w2+0UKVKUjh27MGDAEEwm76Vx331dOXPmPwCaNbvi7Rk7dhx169Znz55dLFgwl3/+2cn582dRFJUKFSrQt+8gWrZsfeVkQoBq5u9du/jqh/kcOHKc4OAQ2rRpT7fuvVJ9Rl3X+eGHyWzbtpUTJ44THx9HVFR+mjRpxkMPPUpERCQAf/65nSefHAHA5Mnf+TxTRYoUZe7cnwGYN+9HNm5cz+HDh4mNvURERAT16t3FQw89StGixQLzpdwBuDVBQkglglq/S7w7GPAGoIe3+YBkPQi3ZjzAcguq0BBnd/q1ifiTKJoTRQkLaEoOjyaJN5Ug/MFNqN81BkesT0Tp3SdjL92JZM2aob6khFhPOPn6LUSd2BQuHfFt0wetICG0Ci7NSMFhcHu5qVp7ycnJnD59GoBixYoZq/WyiXHjvkTXNXr37ovb7WH27Gk8++xIXnnlTT744G3uvbcHd9/dibVrVzFhwjiKFi1Ghw6dAdiy5Rdefvk5ihcvSd++AwkLC2f37n+YOPFb/v33AO+88yEATz75LN9++yVxcbE88cQzvnOXKVMWgI0b13Ps2FHatGlHkSJFiYuLY/nyxbzyynP873/vcPfdHb037UtH2bVrJ0++OYbgIBsDu3cgLCSYVVt28M+unak+m9vtZubMH2jZsg3NmrUkKMjG3r17WLx4ITt3/s3EidMwm82UKVOWJ598hrFjP6NFi9Y+8RYUFOzra8aMaVSrVp377utDeHgEhw8fYvHin/jjj9/5/vtZPlFmcGPcmsCtBfu1pYgqg9yBN7B8FGLPPG9DaBHvdPulI96YqcGriVUKBFRMSQQIFa5NZmwOAjInwM2Kjog9Agmn/Tfs/hFb04q4MFaPGtxeMiWkDh48yIcffsiWLVvQNO/SZ1VVady4Mc8//zwVK1bMEiMN0kbXNb79dgpmsxmAsmXL8uKLz/Laay8wbtwkqlTxeg7vuacb9913D/Pnz6FDh844nU7ef/9tqlatzueff+PzPnXv3osKFSryxRdj+PPP7dStW58WLVrx448zcDqdPhF2NUOGPMiIESP92nr37svQof35/vuJdOjQEVxJ4Izj8yk/okv49ttJlA5OBo+TXh3b8vAbn6fq12KxsHDhcqzWK3ET3btDjRo1+eCDd9i4cT1t27YnKio/zZu3YuzYzyhfvkKaNk6bNpugoCC/WnvNmrXgqaceY/HihQwYMCTzg29gkAsRQqBKN+LUNsAbEyV7/QB/TfHGTMWfRCSdQQ3NT6AmaVMCy9VJLcB+OdegYgLdgzK3H8H3/wjFWpOsWW7Yl1nVCEvYgzKlLXicYLJBWFG4dATlty8xIwhv+jLxHkNMGdw+MuwD3bt3L3369OGXX36hYcOGDB48mEGDBtGwYUM2b95M37592bt3b1baanAN3bvf5xNRADVr1gGgatXqPhEFYDabqVKlGidPHgfg999/IybmIp07dyUxMZHY2Fjff40bN/XtkxGu9kY6HA7i4mJxOBzUq9eAo0ePkJiYiDSHclEP55/9h2nevAXFS5ZD5o8GczCmotXok0YQuxDCJ6I0TSMhIYHY2Fjq1m0AwJ49uzI8Tik26rru+7wVKkQTGhqaqX4MDHI7Ukpi9Si0B9Yi6w7Hc+93XLSbcVQdiN5pDPrgVSSEVsYdwGo/NpGM2DXb6/UC9J7fo4/cDcEFQEqUdW8QZMmY90tFg6QLoLm8MVFD16E9uBlZ3HtfEPEnUYSRisPg9pJhj9SHH36IoijMnTs3VYzU7t27GTJkCB999BGTJ08OuJEGaVOsWHG/v8PDwy+3p477CQsL96WtOHbMG1fw/vtvXbfvmJiMZam/dCmG8eO/4ZdfNnDpUkyq7QkJiYSEhHLqojfnS6lS3ilBDTNq/mh0KShdplyafa9Zs4pZs6bx77/78Xj8UyQkJMSneUxabN++jUmTJrB79y5cLqfftoSEhAz3Y2CQF9B1SaxSiJDW75Pg9sYmJWlBULk/biy4tMCueEvyWFFqP4TFEQtFamEv3Qk3Nm/M1M+PoPX8gVinDTKQi8yhWaBIU0L6/QQhBUkIrYLbrRDZZwHq9q/xNBgZ8GB5A4MbkWEhtWPHDoYMGZJmoHm1atUYMGAA33//fUCNM0gfRUnboXijosopBacfe2wUFStGp7lPgQIFb3h+KSVPPz2SY8eOcN99falcuSqhoaEoisLSpT+zatVypPROEOiX4yCuzhejyRT7U99AN2xYy+uvv0SVKtUYNWo0hQoVxmKxoOs6zz77hF/R7PTYu3c3Tz01kuLFSzBixEiKFSuG1WoFBG+88XK62foNDHIaiiL8Ypeu/Tuj6LokQfcP8E7Ssi7WNcETTFjD0XhQLweWewPQQ3vPJd4dlKnP4NAsUKgJGibclwPLY7VwghuMJsl9U2G/Bga3RIavOovFQsGC13+4FipU6PIDyiCnU7JkKcA75dWgQcMb7n+9ZHkHD/7LwYMHGDr0IR588BG/bYsX/+T3d/HiJQA4evQI15JW2/LlS7FYrHzxxbfYbFfipI4dO5ph+wBWrVqOpmmMGfMFhQtf8dQlJycb3iiDXEWYyY4FBwkiEpemeGOPOI9utuYKL0yC5h+35NEksVrGPFHX4tD946mkxBBRBtlGhmOkWrZsydq1a6+7fe3atbRo0SIgRhlkLXfd1Zh8+aKYNm0K8fFxqbY7nQ7s9ivlF4KCgklIiE/lBVJV7+VzbfvhwwfZuHG9X1u+fFFUq1aDX37ZwPHjx3ztbrc7zazpqqogBH4eIyklU6dOTLVvSgxUWtN9Kd65a238/vtJhjfKINcQZrJj+Xs8ythKhMXvwmaBCP0/1AlNMS1+2Mgqb2CQjWRYwr/44osMHz6cJ598kuHDh1OunDeu5fDhw0yYMIHY2Fg++eSTLDPUIHAEBQXx6qtv8tJLo+nfvxedO99LiRIlSUxM4Nixo2zYsI733vvYlyW8WrXq/PrrJj777CNq1KiJoijUq9eA0qXLUrZsOWbM+B6Hw0GpUqU5ceI4CxfOp2zZ8hw4sM/vvE888TRPPPEIjz32ID169CYsLIzVq1f6VoBeTatWbVm/fi2jRo2gY8cueDweNm3agMPhSLVvREQkJUqUZPXqlRQrVoKoqChstiCaNWvhW3X4zDNPcu+9PTCbzfz++28cOnSQyMjILBlfA4NAoigCi3ChbHofPE6UqW0J6fwFyro3IOE0Yv9p1Ea7sBRogsttvBwYGNxuriukKleunGrKRErJnj17WLVqVap2gKZNm7Jnz54sMNMg0DRs2JgJE6YybdpUVq5cRmzsJcLCwilevAR9+w6gQoUrqSzuv78/p0+fYv36NSxcOA9d130JOT/++HO+/PL/WL58McnJyZQrV55XXnmDgwcPpBJS1avXZMyYrxg37kumT59KcHAIrVu3o0ePXgwe3Ndv33btOmC32/nxxxl89dXnhIWF0aRJCx59dCSdO7dN9Xn+97+3+eKLzxg//iscDgdFihSlWbMW1KxZm/fe+4jJkycwYcI4rFYr9evfxRdfjGfkyIeyZnANDAKIrkviRThhQ9d5a+S5k1EWPXxle/dJJEfVyRMiSggINmskua7EeVoVF7owGwlfDXIsQl4navfFF1+8qarc77///i0blZ3ouuTixbTd5BcvekuZ5M9fONP9qpcLaV6dy8jg9pCTx/5WrqncQESEd9o1Li45my3J/dgsgpBDc1EWDPW1ydpDcLb/jASnOdX+uW3shYBINR7l70l46jxEnDsEm+om5NwWCC1CfHDFXCOmctvY5yWuHfv8+UNRlKy9bq7rkfrggw+y9MQGBgYGdwImk4LHc8VbpKoKuq6TwYWnvmOC3f+hrHnVr13smoWl3kNYwqvn+tIokaZ41Nm9ECd/w3x+L/k6jUU5uQVlZncwBxE+dANxQRXx6LlDTBncOeTuX56BgYFBDibCnESE4xA21Vuo26RCpOc4kaZ4MurwVxRBhLiIOrkVxJ8CQNYZ6i2vcjlmKixpP2ZT7hYYEgHWCADEPzMxTW3tFVFSB9WCNNnI8KAZGNxGbkpIJSUlcebMGU6fPp3qPwMDAwMDr4gyrXsVZVxdQi78TohVJ9x5BOW7xqhz+mZYTOm6RBdmZPG7vH93n4Sz3SdoD6zziqnIMsiQImi5PEQq1h2Gp/sUZPm7vQ1nd3lFVFA+tGGbiLeUxhPAjOsGBoEiU4k3lixZwjfffMOhQ4euu49RJsbAwOBOR1EEJt2Bsmcu6BrK9C7YWryCsvVzcMQhTm5FiT+OKawmbs+NFVCsO5TIzl+h3vU4yVG1sDvNmEMrEz5sIzK4ELEyKqBFhrMLp7Sh1hyAOLTS1yYLVUcPLojHmfs/n0HeJMMeqdWrV/Pss8/i8Xjo06cPUkq6dOlCx44dMZlMVK1alccffzwrbTUwMDDIFei6JI78aMM2gS3CK6bWvwWOOFBM6AOWkBRSKUMiKoVYdygJBRph17yJj92aQlxw5Twjomyqm+Czm1F+GurXLo5twrT8KSLMSdc50sAge8mwkJo4cSLly5dn4cKFPPnkkwD06tWLMWPGMG/ePI4ePUrlypWzzFADAwOD3IRHg+SQcuh3f+zXLus+iKtIAxx66pV2N+LaFAceTeYJESUEhFh1lNm9fdN5+iPbfNN84p+ZmA6vxJb5ITMwyHIyLKT2799P9+7dsVqtvhpvKZmho6Ojuf/++xk/fnzWWGlgYJCrCDK5fWknwJuCIsjkzkaLbj8mFYKSDqGsGO3XLv6cgOXMNl8AuoG3xEuC04Q+aDmEFkYbtpH4kCq+mCn9rsdxl70bhzFkBjmQDAspXdd9maBTap9dXausXLly/Pvvv4G1zsAgD6IKHXFVfTGTohFpsWejRYElVE0m+N8fidDP+doi5DmCD8wm1HRn5NVRFEEEF1AnNgdnvHc6r/UbV6b5pnchJGEfZpOxcDoFl6aSEFkL/cl9xFvK4PZIYt2heLpPwd3sVeI9ITfuxMAgG8jwr7hw4cK+VXk2m438+fOza9cu3/bDhw/7ap4ZGBikjYoHEXMQRUtGIBFITEmnMS0anifqpYUodqy7pqD8/CjqlFaYE09gTjyBOrk1yuLHsO6cRIia92NddF3iUYLRq9/vi4ly1HsKbdhGsEUgSzZFjyiDJ7cvtcMb25Q/xIPpsgdSCMhnSSTclPnv2aWpXExU8VyVPDfWHWqIKIMcTYZX7dWtW5ctW7YwatQoANq0acP333+PzWZDSsmMGTNo3bp1lhlqYJCdKEJHl/7vHQIdmYkMIqrQETGHwZWIuHgAJX80QncjDq9BHFiMafULhLf7hHh37n0hkUKBoHzeP+JOIL5r4n2yJvznbQvKh5TZ54UJNSXjlEG4Ly+jV1VBsGInIQvGPM4dTESrdzA1GkWSpRgOl4LTWpaIh7aiW8KJ9YRlKilnTsSmugk5vw1l/iDCh64nwVaGUGJRf+yLUqQm4c1eM0SQQZ4nw3e0fv36cdddd/mKxj799NOULVuWL7/8kq+++opSpUrxwgsvZJmhBgbZhYKGSDqHisfXpkonijMWhYx7FHQpkBElQaggdcSFfd5pHySEFERv8TJJenAWfILbh12z4SjfHf3ey/GSiWd8IkrvOg5HhZ7Y9cyJFlVNfZu6ts2kCsKumTYMM9kxq9Lvb+ufXxOefBCz6hVREZ5TWDe/l2UrwuLcwcRZy+LQvFHSHg1iTSXzhIgSQhBi0VBmdgP7BdRJzQmP24E6py/i+C8o277GfGIdVouRRNMgb3PdWnsZZd++faiqSvny5X1B6LkZo9Ze3uNWxl5BQySeRiSdB5MNmT8apIa4sB90DzKyNNKaDz2D7yQCiaI7EOf3AZLzbivWo8sp0bQfcabieeL6UFVBpIhBGRsNHuflRgv6qH+JlVGZ+oxmVRLuOYVmiSDWHQZcTnTpvEiCuTguTcWkCsLdx1F++wJ3i9eJc4cQbkrC/NtnUL0P8cEVsZKM9Y8vUDa+C5ZQ9GEbkeZg1EktIOkcstZg3G0/JC4PeU9uR703m+oi5NwWlBndvKvtrkKvNxx3q7eJd+edMc0oRq297CM7au3dsvKpXLkyFStWzBMiysAgTUzexRV4HIgL+7yeJN3jnbJSLWRO+kjQXN7/p6BrCPt5P49XbkVVBRH6OZSJza6IKADNhTKxGRH6Ob/VfOlhViXh9gMo3zbA9PPDRJoTiDAnYV7xNMq4eoTF78JmloTr/6FObI74fRzmlc+QP1THvPldlM0fo0xuSbjzGJpqg3JtQDWDKxFlYlPU7xpC0jkQAlmpCy49U/mJDQCHZsFeuCl6twl+7bJ8ezxt3rsjRZTBnYehfgwM0kFHRdrye6fkwCuCdM378I2qgG4KyXCclEBHcSd446QAFPVy7TAdZWo7wuJ3YVFzdw2MMFMy6s8PQ9wJAOQ9XyG7fu3dGHcCddHwVFNw1yNISUZsHQuuJMSBJZgWPoh56eOIXbPA40T88hE24UA3hSKL1QO8+YaU/yuP8tuX3vMXrIpui8LhVkjMV9e7vF5RwZ3sTY4J6PfNwl6sDcm6NcCjkfcRAmzCjvhzkn/7qd9R7Wd9AegGBnmZ676CtW3bNtOdCSFYvXr1LRl0p6FpsPZvlXkbzVyIExSIkPRq4aZNbQ1VzW7rDAB0FFRruH+jUMEUlKlgc0VIRPIlQIJiRhaoBDHnQTF5vTcHlmGpXxEXuTdOKt4dRGS3Sajft0Nv8ix6tfsBUIQJ5ZeP0LpPvhxMf2M/Xrw7mMh2H2Jy2xF75iEOLvdtk+XvxnPPOGJdXjd+ZPepmBYMQhxeA/aL3n2K1UPrs4BYLRwpwYMJGV7C62F0XY6JEgoUiMYjDBF1M0Sa4n0xUQAUqwf//QWOWNSJzQl/0KiRdy1mVRIeJIlPVnyLHiLMSSDJU1PLdxLXFVLFihW7nXbckZyPEwx4N4idh1UUIdElKAJ+2mymZjmN6a8kUzDi9sTMTJz4LZMnf8e0aXOYNGk8W7f+itVqpXHjpjz55LOEhoYCkJyczIQJ41i3bjUxMReJispP27Z3M3z4I1itNl9/zZrVp3fvflSsGM20aVM4e/YMJUqU4uGHH6Np0+aZss3pdDJt2hTWrFnJf/+dJjg4mIoVK/HYY08SHV3ZZ/+WLZs5efIEUuqUKlWavn0H0bZte7++MmPXn39uZ9Kk8ezbtwekTpUKZXioT1fqVqsEugdx8QCTf9rAxMkTbzhuAJpUUSNKIhQVGVIYTViQqMjoe9BDdVz1R5LoyfkiSlWFX5zT1X/ruiRWiSJy+K84XRKT2RvX5CrfHWuVHsQ6bZnKxB3nCSWq+0SviEoRP4oJef8s4uxmUgSZjoKMLIOf/yO8BLpQkfJKYLk6qfmVfgCkjjKxOeHDNhIfVMH3YDPIIBKQ3ilpvd5w9LYfoJy6HDOF9MZN5f6wv4BhViXhyQdRJtxD2MClJASVJ1gkYV41GilUItp9SJwxHZrruOVg87zG7Qo21zTo9FIwu44o6DK1+1sRkupldZa9b78tnqkUIVW6dBnatGlPzZq1OXToX8aP/5p27Trw8suvo+s6Tz31GP/8s4MHHhhO1arV2L17F1OmTKBOnXp89tmXiMvl7Js1q0/RosXIly+Kvn0HEhQUxIwZ37Nz59/MmDGP4sVLZMguj8fDU089xu7d/9C370Bq1aqD2+1i584d1KpVh2bNWgDw3ntvUrt2XQoVKoymafz553ZmzZrGc8+9RLduPQDv2GfUru3bt/Hss09QrVp1+nZuCR4nM39ezZ6DR/n8g3eoXy4/AN/NX83E6T+mO27XcnUqhYsXz6IokpIFwknUcr6IijAnYfIkEq8Uxq1dfjDo5/GYQtJ8ANxq0G1KTJTYNcuvXUZ3wdN1PLHuMG9g+eZ3Uf6a7C+SzMHIyt1w3/0ZCAXz8icRu2aDEOj3zUQGF0Cd1gk0N7JUM7Q+87nktJFXuB0Bz0JApBqPumsGrhqDiHeHXE6J8BsyvDjx1rJ3pDfqemOfP1RD+awsOGLBGoY+ZDVi61jEzukAyA6fYK/+IHa3MR1xs2RHsLkRXZlNrP1bZefh6/9YdCnYeVhl3Q6VdnVv353o3nt70KfPAAAaNGjIqVOnWLJkES+99D9++20Lf/65naeffo5evfpc3qcRwcEhjB37Kdu2baVhw8a+vtxuN59//o0vUWulSpXp3r0Ta9euYtCgoalPngarVi3n77//5NVX36Rjxy6+9ubNW/ntd7Vg0XWdevUaEBcXy7x5P/qEVGbs+vbbr4iKys+YMV8TbFUQFw/QuH0P7us/kG+mTGfC5x97p+kuT/mlN24p4tJn3zV5lHRd5BoRZV41GrF/EWHDNpIcWoHghIMok1pgqtIz4G/T4SY75rUv+0SULNsGzMGIA4u9MVNLRxJ5z3eozjiUkIIw4nfk2jeRncciVjyLaPI04thmTAkniA+rRkiHzzDZLyDrPYy9RBt0TIQOWo5Y9SLafTMvTxMa75WZQUqI1cIJqvGQ7+Hv0MzIgg3RMN+RIio9EpMloX3moPzQCZwJKOMb+rbJcm3xVO9HsscQUbkNI9g8m5i30Ywi0r9pK0Iyb+PtrdLZrFlLv7/Ll6+Ay+UkJuYif/21HYC77+7st0+KwPnzz+1+7fXq1ffLdh8VlZ98+fJx5sx/GbZn69ZfCQoKpkOHzunu9+ef23nmmZF07Xo3LVs2pFWrRixevJBjx46l2vdGdiUnJ7Nv3x5atWqL1WpFw4wsWAVLSBStW7dj7949JBOCjCrv8yamN255AZNJwZR8zuvRcSagTmpB8O7JKJNaeFfB7ZqJyXERUwBLniTrNvT6j4A5yBsT1fMHPF3HI6v28q6WbDQKu0fFbY5E2vLB5LbQ9i0SZRi0eQtm349MOocWVgK3WyPOE4an53TsJdqQrFlxaiqJ+eqiDVhKrBaJ4Zy/OaQklQfFqd2ZIkpVFZK1IA6dVvnniEqSJwRdWHzbnZqJxKj66H3m+h9YuAZaz+nE5YH8Yncihkcqm7gQJ7hRqIguvfvdTsLDI/z+tli8NwGXy0V8fDwWi4WwsLBrjgnHYrEQHx93TXtkqv7NZgsulyvD9sTFxVKgQIFUXp2r2bXrH55++nHq1q3PM888T8GChTCZTCxYMJclSxal2v9GdiUkxCOlJCoqv2+7pnsFQv78BdB1nbiERCy2K16k9MYtL+Dx6CRaSxI6aDnKDx29b9NLn/RuVM3og1aQYCmGxxO4kiduXSEhpDLhD29Ds0X58khFdvoCtdX/SLCWQsOM2X0OcdkWMakVob1nI34aCjGHEBveQY3ujDm8Fm63RqzL3/Pn1FScmorhicp7CAHBJg9J7iuPOZviQhMqbi3wXh8pTOw5aWXIuwpHz3jbzCbBg10svDxQxSKSL9vgQOye439w7FFE0n+YbOWNOL1ciOGRyiYKREhuNG2rCO9+OYXw8AhcLpdfsWqA+Ph4XC5XKjERCCIj83HhwoV0vQVr165EVU18+OEYWrduR/XqNalcuSoez82Vig8LC0cIkaY36eLFCyiKQlhYeBpH5m2cmglHofrozV/ya9dbvoajYD1cWuDfy9y6Qpy1rE9Egbf2WpytPC5NRdN0ktUo9B5TvRsT/vN6yWIOeW3r+BmO0PK4jadTriGdd6ZM9RFpiifo9098NSy9sVtbCU/Yg0UNbI1DISAmyUr7Z66IKAC3B8YtFLwxRUXDcmV6/HJMFPkrelftXvbyhjkOYVJzzj3fIGMYQiqb6NXCnWaQ+dXoUtCrxc2JgaygXr0GAKxcudSvPeXvlO2BpGHDxiQn21mxYul19xFCoKqqX1LYS5di2LRp402dMygoiKpVq7N+/RqczitJJZ1OJxs2rKVq1erYbHknKDmjmFWJLeEwypYxfu3K5o+xJh7GnEWhHWl5ua5us2tWHOXuQW/9ht8+ssEIXNUHk6RlX+1Cm+oif4jbV9JGCEE+q50wkz3bbMouIs1Jfp/bourkD/H4lfuxqW6igt2+0j5CQL7LiVgzdS5TAursXoiN72Fa/AhRNgch535FmXEvypS2hCXswawETkzpmPlohsB1ndv11OWCZLcZgYSEU4A3Jkobtgl90LLLKVAciORLKNIQ/bkNQ0hlE21qa9Qsp103TkoISc1yGq1r5Zwf1V13NaJ+/bv46qvPmTp1Ir//vpWpUyfy1Vefc9ddjWnQoOGNO8kk7dt3pHbtunz44Tt8++1X/PbbFjZv3sS4cV+yefMmABo3bkZysp0333yV33//jRUrlvLYY8OJioq66fM+8sjjxMRc5KmnHmPDhnVs2LCWp556jEuXYhgxYmSgPt4tIQREWh1+b9c21U2kJfAPaVVVCHef9MVEoZqRjZ/ye5sO95xKsy5eVqMoAqsej7LjB792sW8hZldMttgEl8unnPkF5evaROj/YTKpRKpxqNPvwbJj4h0lpiLNiZiWPIJl+1jCTMlYVJ2whD0o39QlQvNeNzbV7RU7n5Ul3H4Ai+lynqrZPTGvfCZTYkoiIMybwkfs/xl1UvMrZWzMQUhruLfAdoBIdptY++f1X4w1DY6dgXgtFE/P6cjmL+Lp8T2XXMEkRtVDH7TMOz2er7aRYT8XYgipbEJVYforyVQv630IegWV9AmrGmV1pr+SnKOScgoh+OCDz+jZ834WLpzP6NGjWLhwPr179+X99z9ON47pZjGZTHz66Vj69RvE2rWreOGFp3nvvTc4cGAfhQoVAqB+/bt4/vlX+Pff/bzwwtNMmTKB++/vT/v2HW/6vHXr1mfMmK9QVZW3336Nt9/+H6qq8vnn31C7dt1Afbybxjt1kYBpXn/CEnZjUXXvg+jCNkxLRvimMwKFruto1khk8fq+mChHs9cvZwo3IYs3RLOEo2mBnTK5EYoiiBQXUae2803nUcabEoOE/1AntyRC+y/DZWkChaoKQkQSyqye3ozuk1sR4TiIOqs74vR2lDWvYLm4E0tWufFyEKFmN6YtnyD2LULZ+B6W7Z8TFv8PypQ2EHsU9fsORNpchFglyuze4IxHmdyKsPO/er1KJ39D/DMT0+GV2DK49ibWHYqn81fIyt29DRf2e0VUUD60YYFPEiqEJOQGjs9gG+g6xHnCSG74vC+w3KmZSMhXzyuismB63CDryXQeqeTkZE6dOkVsbGyacSsNGgR+eud2cruLFmsarNuROrN561pGZvNAkZMLRt/sNRVpdWCaPwBxaBWYbOgPrAVnHMr0e0DXkLUG4mr36eUs4oFBCIgwJaAmniYhuDwuzYRV9RBqP4gWWjzNFUdZnctICEE+JQZ1Wkc4vxe942doNYegHlyMMn8IRJZGe2AdsRTMVCLQQBCsOgg6/DPKwgdTbdMbPYm7yUvEZ2Em65xSOFcIQaR6CdO0TnBut//Gy9duQlhVQBIWuwPl+7sv16O8gn7X47ibvZqp8QoyuQk+tgxl3sArjSXuwtN3EZdcgU03YjKp/LAmiKe/SFuw54+A7eM1gtQ7xwuZXWRHHqkMC6nk5GTef/995s+fj6allvJSSoQQ7N27N8MnT0pKYsyYMSxfvpz4+HgqVKjA448/nqHyNCtWrGDy5MkcOuR9Cy1XrhxDhgyhc+f0l8nfiNstpAyynpw89jd7TVlUndDEfahTWnvrxgmBT8XYIrxv3dYyAV+CLgSoqornqo7NZu/fad1JbsfDXFEEkcolxJG1OMp0IkkLIlh1EnR6A7Jo3WwRUSmEmFzYdo5HWf2yr01WvQ9356+Jc2VtnN3tElJCCIJNLpLcV9xFNtWJhgW3Jnz75DPFoX7XCOJP+vbTH/yFhPDquDTv5IjNpBNycgXKj318+8hybfH0mkWsM+NlfHzThCnTeVchK3XFc8+3xLpDr3P0zeGUwXR6TmXPUf92IWD+OzpNqzjQ9ZwTqpFXydEJOd99913mzp1Ly5YtadSoEZGRkbd88pEjR7Jnzx5Gjx5NiRIlWLBgASNHjmTcuHG0bNnyusctWLCAF198kQ4dOvDoo48CMG/ePJ5++mnsdjv33XffLdtmkPV4PJ50tyuK4hdAbnAFl6aQGFqZ0AfWoU5ocuVhYbJlmYgCr1bzXNNxdq+I03VJLPmwlu3mS2Zo16zoxdrgkuZsE1FCCCw4EHvm+7ef3ILqjkNVg7NkKjTMlIRbmgHvA8WkCkJVO3HuoIDnKErxNqnbx2Oq/zhx7hCCFCfBpzdAZBnigyvi1gRmRUPEHQf7ef8O/l2KtX4FXAQjBASJRMSvn/mf4+RW1PhjmC/3dWObIMQGypy+vuk8/YE1iPVvI/Yu8MZMVeqKrWIfHO7APWCD1GSWfhTEzNWCbxcpxCZCs5qSN4ZKiuZzGSIqD5Nhj1SjRo1o2rQpn376aUBOvGHDBh5++GG+/PJL2rf31kOTUtK/f39iY2NZtmzZdY8dNGgQp06dYvXq1b4Hra7rtGvXjuLFi/PDDz9c99gbYXikbg///Xea3r3vTXefoUMf4sEHH7nlc+Xksb+Va8q7nHsbyrROVxpVM/rQ9SSEVfO95WcnOWV66XbjK51yOSYKgCI14cxO77/Di6MNXU+sKBJQoectl/MelGuLXqY10hSEEnMAZfkzaN0m+Qo4BwLvZ4xDnXEP4swOZI1+aJ2/QDmyxitizMHoQzeQFFqekLi93pgoj8NbNDq4gM8zpbd4GVf9JzEJjy8mCoDSzeDkNu80nyUEfegG4oMq4tZvLH68Htu9qLN6oQ1eSYK1NCEiAdPSx5FhxTI9TZgZVJOKw2NDB1TcWBT3TX3HKSGnV39fiiKy7cUgt5CjPVJOp5OGDQO3KmvVqlWEhYX5TeMJIejRowevvfYaBw8epEKFCmkeazKZCA4O9vNWKIpCcHCwLxGiQc6mQIGCTJjw/Q33MUgbn4iacY+3wWQDqYHm9i7vfmBNjhFTdyYCgY5weXOu6Y2eRG/5Osq+n7wxUx4HaC5EAGOLQ03JmH//HOW3L2DbV4h+8yF/NGJSc0i+hPpjLyL7/8wlR2CmFKUEKVQI8b4EiH9mYjrzN1zY591oDkZaQlGkB2KP+USU/sBaZEQpb1zb2V2Ic7tRhfSutLN6c9Hpdz2O1uoN1PN7UL5v781kb7IhM7igxeuxrULYE7uJTzbh8UhiCSWy81foUmRpbJrm0SgQ4fU0xsW50G/C6ZgixBEQ6/GKX5vqIsTsIcltxqHd3ooXBumT4Z9x9erVOXr0aMBO/O+//1KhQoVUUzeVKlUC4MCBA9cVUgMGDOCJJ57gm2++oU8f71z67NmzOXLkCM8//3zAbDTIOsxmM5UrV81uM3ItVsWN+GsS6JovJgq3/UrM1D+zsDZ9BRc5v4ZfXkRKSayej8jBK1H+mYm7xhDik80El+tKUK8fkEXrEm8uFVAvqUMGY6k1CLaPh+QYxIzuoJpBc4NQkC1fJTnAxXBj3aFEdp+C6ach3oUP5y/HyIYURBu2iThTcTSPRJZsR/B9MyGyNAlhVXF7VCIHLEXd+jmexs8Se7lGY2T3yZj2L8Id3Z14hxVLZE3ChqxCBuW/vNIu4+Pl0hS8kwtXjgl0XFRW4PNmzrkPpCSyzzwcBBN8ZgvKrJ6E9JkHhZsaYioHkeGpvb///psRI0Ywfvx4atasecsn7tChA2XKlOHbb7/1az969CgdOnTg9ddfp3///tc9fv369Tz33HPEx8cDEBwczMcff0y7du1uyS4p5XVjPk6ePIHHo1GgQJGb6DnlTcpwy95+cu7YX7hwBpNJpUSJkpk+1uSMQax6AZo+iycyGqSO6fxO2DkN2fI1PJZ8WWBxJm00eR/c18ZV3UkoWjK6emX1pOKxI01BXg9MgBFITLH/IsY3AueVCgSy/0K0Mq397AgUiseOumsm4ucRV85XthWyzxw85sir9ktCKhakckUAqFoSmurvHVKkG11c2UfoLlDMWTJeWcWtXPeK7kT98zvEsqcBkCUaQv2HEAsf9sZ8BedHPvUvbjXsBj3dmVw79mazmiWpefzOmdEdZ8+eTZEiRejbty+1a9emZMmSqbxJQgjee++9DJ88vQ+X3rbNmzfz7LPP0qVLFzp06ICmafz8888888wzjB07llatWmXYBgOD3IrHGoWpw8dopsvJBYWCp2BNlJb/Q7NEZrd5Bpe5VrzoptvgJbz2/VjqqdsCgOJJQj20ArH4Ub92cWQ9LHkSU6f/w2P1JsbVTamn064VUYCfiAKQSs4I11A9CWimK+JFcSeCogZcnOqKFaXmAIg5iPjtK2/MWErcmC0SOWwDHjXne9buJDLskapcufKNO8tE+oM+ffoghGDWrFl+7Tt27OD+++9nzJgxaaYykFLSvHlzatWqxVdffeW3bdCgQZw+fZo1a9ZkyIa0MILN8x45eexv5ZrKDdypwebZgUkVhLuOoV6OifLmqrCAxwlCQe87n6QizXBogREmQgiibHaUT0t5zxFSEH3IasSK5xCHVgKg955FYqkuON0577eXUXwrE9e9jtb6bWK1cGyKk+ATq8AaRlKhJqmm2QJx3eezuTDN6OwNuL+M/uAmEiLr4HLf3sS3uYkcHWy+b9++gJ64QoUKrFy5El3X/TxbBw4cACA6OjrN4y5cuMD58+epXr16qm3Vq1dn27ZtOJ1OrNaM5xwxMDAwyO3YhB3xz4zLIkpBDlgEUeUR3zX1xkxt/oigPk1wBGiWVUpJgstC2KAV3lWB980g3lyC0O5TMC19AlmwEq6SrXK1iALIZ45H/aEznN2FemEv+fotRBxegzJvACAIGbgEvUDDgGYlt6kulFNb4NR2v3axYjQhfebhFoFbfWlw62Tbkp727dsTHx/P2rVr/dp/+uknypYte91A84iICKxWKzt37ky1bceOHURGRhoiysDA4KaxqS6igt2+t1hvoeFkQtSc7VVL9AThrv8EeuOn0PsvRCvVAk9EebQHNyGjO6P1/pHYACcBdWkqrqgqyEFLsFuK4PHoxGth0PkzaPAYCZ7cv9jBoyvopb1lh8SJrahf1/KKKCkhpCAyXzk0Ajf9aFVSVuReTiZqi0RW9KY4ESd/Q53dK+AloAxujUxLaCkle/bs4cSJEwCULFmSqlWrZjqYq2XLljRs2JBXXnmF2NhYSpQowU8//cQff/zB119/7dtv0KBBbNu2jf379wNgsVjo27cvU6dO5ZVXXqFDhw7ouu479qmnnsrsRzIwMDAALi8x/28TysrRRA5eRbypEGHEok7vjq3WQKjcjyQt8AHbgSLeE0JY4xdwSzPWy7E78eZShNw7hXi3LeBejGDVgeXgz4glIwkZshoiaxKsxyCmtof80UTeMz5XrJRLj3hPCOHNXsMsdZTfx0HiGe+GkIJowzYSpxYPaGJVTViQEaXAFgFSoj24CS24MKYNb6Js+wpZtC5aBnJpGdw+MiWkNm7cyJtvvsnp06f92osXL87rr79O8+bNM9yXEIKvv/6azz77jDFjxvhKxHz55Ze0adMm3WNfeOEFypUrx48//siKFStQFIUyZcrw0Ucfce+96Sd5NDAwMEgLVVUIkXEos3uB1FGntiVi4BLEvMGI09sRp7djK1oHV756uHNwjErC5RxJKX55jyaJ0wJfjkYIQZBZR1n6BHgcKFPbEtJtEsqGN+HCAcSFA6i1fsFaslOun95zSzPmYg2AcVcaQwohzaHonsBeCx5NEm8pTfiwTYAk3lIGj1MS3vw1zGVa4i7RPEvzYBlkngwHm//xxx8MGTKEoKAgevToQcWKFQE4ePAgCxYswG638/3331O3bt0sNTirMYLN8x45eeyNYPOcRYiajG3fLJRlo1Jt0xs/hbvxi8Tnkumq2zH2ZlUn7Oqaj1eht30XZ63hJHpyrgcvIwSpToJPrEaZ1z/VykdZshHa/XN9STNTCMTYX17F71fqyWoWuV6UZjXZEWye4Ripr7/+mgIFCrBkyRJefvllevfuTe/evXnppZdYvHgxBQoUSLWKzuDGWA4tIXT1SF8GZOFKIHT1SCyHlmSzZQYGdx5JWhDOqv3RW77m1y6r98XT9OVcI6JuF25NISm8KnqPKX7tsvK9eOo+kutFFECwVaAsedwrokILo4/6F72BN92DOLEV5d8lWE2B91B6NFLVy8xrIkpRBG5pJcEVwoWkEOyeYIQawHT/t4kMW7xjxw6GDRtGoUKFUm0rVKgQvXv3ZvLkyQE1Lq9j+XcB4cuHIqSOKWYf8V2mEb5kIOYz27DtnUZ8x8m4Kva4rTYdOXKYyZO/46+//iAxMYH8+QtQv/5dvPjia5w8eYKpUyeyY8dfXLhwgcjISKpWrcaIEU/4JZRcuvRn3nvvTb78cjwrVy5jw4a1SAm1a9flmWee9yv94vF4mDZtCsuWLebs2TNERETQpEkLRox4nIiISN9+993XlYoVo+natQffffc1x44do0iRIvTvP5h77ul2O4fIIA8jhMAsnYh/l/q3n9yK6klEUYKMWmdXoSiCED0GZa2/8BQHV2CK2YclvHqmyxSpqoLdbUGXCkhJqNWNpqVf4DwriXNaCR+2AfXH3mj9FhKnFCWk+f8wA9gicVXohsNtlGLKLKqqcDEpiCc+F6zeLpASwoLhiZ42Hu2uYSZ3eLEhE0LK7XYTEnL9ednQ0FDcbndAjLoTsBxaQvjyoT5XsenM70RNqeEt0AkgJeHLhxKvWHCV73JbbDpwYB+PP/4Q+fMX4OGHH6N48RKcPXuGjRvXAXDhwnny5cvH448/RUREBDExMfz001wefvgBpk+fQ758UX79vffemzRt2oLXX3+Xs2fP8PXXY3nrrdcYO/ZKnMGHH77D8uVL6Nt3IA0aNOTYsaN899037N69k+++m4rVeiW2Y//+fZw4MZZBgx4gX74oFi1awAcfvE2JEiWpXTt3TykbZD++IryzuiFO/+FtLFjFW/Yk9ijq1LZEDllDrFLQEFNcHi8lFvX79nDBm7ZGVumOOLgC3MkoU9sS9sA64sOq4dYyNrXilla2HzDxv4kKfx+EgpHweA+FIR0t2JRkMhiJElC8MUtlCH9wM3FOK5qmE08I4c3/h0TkiZWJ2UGiK4iWTyqcjbnSlmCH96YJTl9UeXuYFbNwZp+BmSDDQqp8+fIsXbqUAQMGYDL5H+bxeFi2bBnly5cPuIF5FcuRZQh5xR0skEjNhbhcxkQgQUosR5bdNiH1xRdjsFgsjB8/hfDwCF97p07ewri1a9f1EyyaptGkSTO6dm3PqlUruP/+fn79NWnSnFGjnvX9nZAQz9dfj+XChQsUKFCAI0cOs2zZYvr2Hcjjj3tjUu66qxFFihThpZdGs2zZErp37+U7Pj4+jm+/nUzBgl6vaK1adfjzz+2sXLnMEFIGt4wQAiHdiGTvnV1vNArZ6nXEjh+8MVPOeNCcCJMgJ5YbygqESJ0QXQiBlBIpQRcqSsFqiAsH0Nu+i6fuI6ixB70xU0FRyJBC6ChkZLx0zMxeZ2b011dE19kY+N9EhZ82SRa8E4RVsQf4E2YMjyaJsZuBK/dsI+D75lFVlblr8BNRVzN1ueClgSYirHlMSPXr14/XXnuNBx54gOHDh/tE08GDB5k4cSI7duzgrbfeyjJD8xpJLd7HFLMP05nf/cXTZSQCT5EGJLV4/7bY43A42Lnzb+69t6efiLoat9vNnDkzWbZsMWfO/Edy8hXX6/HjR1Pt36xZC7+/y5f3LlA4c+Y/ChQowF9/ed/6O3To5Ldf8+atCA0N5a+/tvsJqejoyj4RBWC1WilZshRnzpxJ014hJFL6vwkLZK6q2WVw+9B1SaxSgMghaxH/TMddazjxdhMhlftiMwchSzUj3lQioEvdczKKIohUY9Ex+YoKB6tOgiw68S4bbk14ixZ3/gq11gCcxZqT6LRgDq1M2ND1EJSfOKVwhhd5JHssvDQ+7d/mnwcEm3cJ7q6r4AnwKjmD20+y28TcDdefDpUStu+Du+squeL3lmEh1bt3b44ePcqkSZP4448/Um1/8MEH6d27d0CNy8tISxjxXaYRNaWGnycKvCIK1UJ8l2lIy+0pTJmQEI+maWnGwKUwduxnLFo0n4EDH6B27TqEhoYhhGD06FE4nanfHCIi/AWZ2ewto+ByefeNj48DICoqf6pjo6LyExcXl25/KX2m9Hc1ChrCEQu2SFIucxUXeJzophBk9uWiNcjBpIipoNqPkuT2Xq9JWhB6+R64seHJgSs/swJFEUQqMajfd0QpVJ3IjmNxSTNBR5agLH6MsKHrSQip5BNT1uIdfIHQbk0hIaQKOiLDIkpRBH/9C+50QqG+XaTQvIYJs3AF4iPmCRRFEG5OJsET5BvrENUOSJK0rPOYXeupVBSRqeluIa6sSrweFjPkFs9vpsLjn3vuOe677z7WrFnDyZMnkVJSqlQp2rRpQ9myZbPKxjyJcCUQvmQgXCOi4Mo0X/iSgcR1X3BbxFR4eDiqqnLu3Lnr7rNq1XI6dOjMQw9dKVDqdrtJSIi/qXOmBJPHxFwkf/4CfttiYi5SsWLaZYJuhIKGsJ9DJPwHlosQVd6bIfjCftA8KFEV0M2GmDJIG12XJOn+tdOSNSu55aYeCIJVB8qmj+D8XsT5vZikRC3T0pszClDn9ifs4W3E2L2PkGtXk7k1yMx4CSGwO9LfJ9kJuhQYDmUviiKI5DzqnAeI6DaZOLUQNuzY9s0GjwNRfQiJWmDjt4SASFMCSI04PR+6LrGqHkJNDuwe8+XfyY0JMrsZ2tnE5n/SvgebVKhbMWemrEmLTK8zLFu2LMOHD88KW+4oQja+hPnMNr82ifCb5jOf2UbIxpdIbPdllttjtdqoVasO69at4qGHHiU8PDzVPkIIn1cphSVLFqJpN1e8q27d+gCsWLGMihUr+dp/+WUjiYmJ1K3b4Kb6BUC/bJMrES4eAM0DuhsQIANUbMzAII+S6LZiav4KppjDiIPLEHvmIvbM9W4MK4Y2cBlxTgtXxwzdiFDVjiZVknXvw1ZVFcJUO3HuIDRNp36l9I/v1kwn2OIhGxfw5Sgircmo49vCpSOoU1oROXwz7Fngy4FmtUWgVexNssd8g54yRoqIUuf2QyRfJGLgMhxqOMHnt6NM70Jw9ylQ6u4MiSmPR6d9PUmlUrD/eOrtrwzWsZlzz+I145U8m3CV7YQUii9eJ2U67+q/pVBwle2UXjcBZeTIp3A6nTz88BAWL/7pciD3cl599XkAmjRpyrJli/nxxxls376NSZPGM3nyBEJDb85jVrp0Ge65pxuzZ0/nq68+5/fftzJ37izeeed/VKgQTceONxdkr6Miw4oiQy5PU7qTfSJK5iuLbgk3vFEGBjcg1h2K3ut7iCjl164P20CcWjRTsSthJjvWP74k+PRaghQnqqoQoZ3C9NMgItVYhBCEBXno1TJtD0RUOPRrB9q1iZXuYJwu0Ju96P0j7gTK/5W/kkg2X1lk+btx6gGsAWiSKIeWI45thHO7MU3rRPDBeSjTOoPmRlnyGMFWQUarxQWZklnxic6o+yShl9ONVSwB017TGd5Z84Zi5BIy5ZH666+/mDZtGseOHSM2NjbVUlQhBKtXrw6ogXkVV/kuxHec7EuB4CnSwC+PFEJ480jdphV74A3m/vbbyUyc+C1ff/0Fycl2ChQoSP36dwEwatRzKIrK999Pwul0Uq1aDT777EteeOHpmz7nc8+9TLFixVmyZBFz5swkPDyCNm3aM2LEyFsqPq1LFTW0MCRdNVWpmsAajpSGiDIwuBHBqhNxYAnE+bsMxOqXCe04lrgMxuCEmJxY/pmCsvEdEILg3rMILloPZVJLSDyDOqMr+QavJMYhGTNSpUCkwuSlAtdlh0SDyjDpJZ1QczJ6zo87vm0kaTao0ANbF483Yah2ecDCi6MNWUMsgU3T4XALzOW6YGn5KsqGd+DcbpSFD3o3WsPRhm4g3mnJcD1HXZfYlCRe6m9iVG/vcYqQhFmduW5BQYZLxPz000+89NJLmEwmypQpQ2RkZJr7/fDDD4G077Zzu0vEWA4twXJkGUkt3kdawhCuBEI2voSrbKfbKqLyGiouxIX9V24uKVhCkVHl0eQNIh1vE0aJGIPMYDL5r1pTVW+Qb1p38VsZ+yDFQfDxZSjzh3gbwooiI0ojTm4FQFbrjbvjWOLcNxZTqiqI8JxCndQcks5f/iA28HiDovRe07FfNSUkhRm7y0xCssBqgWCLRpDJmatyd92u6z5ETca2ZxrKiitpZggrijbsF+KUQlkSYxRpc2Ge0xuOrPO16YOWk1CoGa6brEEpBCgOB7ot6JZzhWVHiZgMe6S++eYbypYty+TJkylcOG/e9LMDV/kufoJJWsJuS0xUXkZVdMT5Q5dFlIDI0uC2e71TrkRE/CmU8BLezMkGBrmEcJMdszuGJLUwDt2MSRWE6/8hTSHEesIy7AnICJowQ2RZUC0QXABt6AZ0SyimhQ8i/l2KLFTdG/idkb40SZypOBHDNqFOaAzJl66IqJ5T/UQUgJBuQsxuQq4K7TE8Uanx1oWceUVEmYO8YQwJ/6FOaUXEA+uJUwMrpmyqB/XMn3Bsk1+7suJZQgYuw6Pky7TgFQKUxAREUhLYcmdJoQw/SU6fPk2/fv0MEWWQ49F0BRlVDhQTMl9ZZFA+ZFgxb8yUOQgZVswQUQa5inCTHfOWD1C+qknIxe0EW3TC3cdRv2uMOrcfkaaEDMemZASXppIQUQP9gbVoQ70xUbGuEDz3TkDvPRNXnRGZzOgtvE/Ma5fcKeY7aTFkQLGaBcq2y/Vt85VFf/IAetdvvX/HnUAcXY8lgKkiLKpGyKW/vDFRuscbJlGlu3fj5ZipSDVzK7iFACUpEXHxQsDszA4y7JEqUqQILlfuCf4yuLPRhBW1cHV0HRSheBfrhRUFiuaYaT0Dg4ygKAIzTpS/JoPuQZnehaDWb6Js+QzsFxHHf0GJOYA5qsFNT62khUtTiQ+vgY7qCyyPdYdiLdUFZyYWVKUElquTWsDlrPGoFtBcKPMGENx7FhRr41vNZ5AxYl1BRA5ehfrzw2j3jCNWiySoQg9sXQGPA0e5ewK2Yg9Aw4wMLwHBBcBtRxu2ES20BKZC1VE2vINevCFaJhbxCAGKPQlx4TzS7UFYc6+izvCn7tu3Lz///PNNL3U3MLjdaLritzpPl6ohogxyHbouiZP50IZtBFuEV0yteQXsF0Eo6H3mkRRZI6AiKgW3JlKtzsuMiAKwiWTEnnmQ6I0H1HtNRx+5G0IKgpQoG94hyNBQmUbXJbEyP+4e03yB5UmajeTy3XFU7kuSFthpMk3TiVOLow3bgDZsI/G2csQ5LbjqjUTvOx9Pm3czFDMHV4mo8+eQ6WVhzSVk2CNVrVo1Vq5cSe/evenfvz8lSpRAVVM/lBo0uIXcPwYGBgYGqfBoYA8uT0jnsVcCwAFZewiuki1xODOdEvC2keSxotQchsURB4VrYi91Ny5s3pipxY/i6TGVOKeN7JrjCzclIaUg4XLySpMqCLe6fAWKczK6Lom9ZuzsetbFGaWIKaHopGSiSPAEYy3ePlVS1ushBCjJdsT583lCREEmVu1VrlzZ/8BrJuSllAgh2Lt3b+CsywbSW7UXE3MOTfNQoEDRVJ//Rlxv1Z5B1pOTx/7ChdOoqpl8+QpmtylZgrFqLzCYVOGNiZrUwuuJSkFR0QcsIalAAxya/zROThv7MDUJDyZfYLmqCsJMycS7g7JtRV64KQnzL29DcCFcdR8lWQYT7jqGOqcPWt+fMp0vK4WcNvYZxWpWcLqvXhWqILgimgKB6nQgzp9FOv1DhURoKFqRYnl71d7779+e4rk5GZstiPj4GBIT4wgNDUcII2DZ4OZJSorH43FjswW2jINB3kJRBOFcvCKihILe9DmU378BZzzK9C6EDF2PFlEHdw7Ov5NwTd4pTZPEatnniQo2ezDvmISy7WsALICl+v0ok5pD8iXUKa2JfHwnF5NyrrcvkISZ7FhOb8VarCHx7hBfbBseB/HWsgERU6rbhXL+LLozb8VbZ9gjdaeQnkdKSp24uIs4HHaEUFBVU4bFlKKk9B8oSw0yyu0ae295H+kXlyWERF6zTFwREk3X8XjcWK3BFMofiU1xZ3IVVO4gJ72ZK4og0pyEyyNIvBw/EqQ6CbYKYp3WHOmxTCHClIRp/asof01G7zMPR4nWWO3HUCc2R+aviNZ3IbFahN/bfE4a++zCbFZxu68oAFUVSOm9z3sLM19C/aEDnL9mJkUo6P0XklSoSSpPX3qkeD7CwmyAd+yvzf2VEwkz2bH8/jnKpvfR6w3H0/o9VNclr3j3OLwxUbcophSPG+XMGaQz7aKKudkjZbhUMoEQCpGRBYmKKozNFpxmjNj1MJlUTDcqd22QJdyOsVcVidUTg/XiDiyKd97fqrix/vcrNpJ8Ys6quLCc3ECIsBMeFkGh/JGEx+7EsvF1IsxJWWrjnYyiCCKUS6hT22LdNYVQNdkroo6vQPmmLhHynG8KOCcS5wnB0+od9Ee2kVS0OUkuhXhrWfSHtqQpogy84iA8cTchqvfB7fWw/EekuIiieBOZxur50Aat9Oaauwq9z9ybElGRnCdSXJl6DVGTiXAc8tmQUzEpEnE5N5TyxwTMix7wiqjEs+CMR1zYhwnnTfev6BrK+XPXFVG5nUz7LC9cuMCuXbuIi4tL84fbvXv3QNiVo7FYbFgstkwdY7wdZh9ZPfYmVSHCvg9lZkvwONGbPAOtXkPMG4TYvxiCC6A/vA3NFILppyGIg8u9JRUe3ISIPYTyw92guTGpFsKavpInPVPZTZgpGdOSJ7xlLVa9gFXXIKwoyk9DAVDn9iO8/xIuZbB6fXYQ5wnBFFwFz2W3gEeDWHNpdE3PVSJKUQRCpF4NGEjCTHYsf3yJsuEdbF3HISr1xuK6gDqpJVjDiBy8ilglP4oAnHHgiPXv4L+/MRdrioOMCakUEaVOaQ2KGWXoGnRLOKa901GWP4Ot6zio0NNb1iUHEusOIbL3LNQ5fRHHf0EcWOrdIIQ383zxNjhu8rehaB6Uc2eRyXn32ZdhIaXrOm+++SZz585FT2eO5E4QUgYGV6PpEj2kMKJgVcR/f6H8+hn8NdmbwRmQpZujqTYcmpmQxk8jDq8GZzzqtw28ie2kDpZQqPMADpk7M/vmdBI8QUR2/Bz17G6IOYiy5uUrG0OLoPWcRrw7CMjZUzCea+ZWcvqqsqvRMeHwWNl5CJIcUKcihAZpWERgvRRCgFmVKH9PBUD5eQTW8/tQds2CxDOQeAZx5m+sxVsRlHzSW7rGEQdCgaAosF9A2fAWFqEQVjdjiUetigtxcDXEHvPaMLktSuV7Eb9+5rVh88dYq/YkKYdqCSkhkXyEd/kC8U2dKxsKVUcvfzfJyTdX/FjxuFHOnkU6k/N04tUMT+1NnDiR2bNn06VLFz744AOklDz77LP873//o3Tp0lSvXp1JkyZlpa0GBjkSKSWxWiRav0XIIrW8jSkiqtK9eDp/Raw7FIdmIqlAA/QBi737aC6viDJZ0YdtID6oAm4t504v5WZScu7ow9aDNezKBqGgP7SFOLVYrhIluQ23tLBwi40qgxW6v6Iw4G2FqoMVRn5uwiUD64GVEuI8oWhD10NESQCUrf/nFVFcru1XpClS8yDO7vT+Vi/HRGmP7YCCVQAQh5ZjUjL29E/2mHGW74Z+98fehpiDPhFFVHm0IauJdWbuJSnclES46cp0v0kVRIV4MGXBFLSqKoS5T6L80NF/w9l/UFa/SPhNhB14RdQZpCNviyjIhJD66aefaNasGR999BEtWrQAvLml+vXrx/z587l06RK7d+/OMkMNDHIyUkqkUCHYP42BjPCv6acDqNe6yAVSqMhry2cYBBSrcMCR9eBMuNIoddg1myCM+LSsQlEE/54y8+ingmsXay36RfDqBAVd3JzH43pomiTRVBS9+zUv9xXuRivfkWTNikOzkFyyPXrPqb7A8lhPONqgFcjaQ9Dun0tsBhNMAiRqQeh1hkHx+n7t+v1zSFAKZSrFgzctwzuYf3mHcFOSN/2F6xjqtw0Idx3ziSmzKskfqmNWr7wERJiTiDSnvWDqekTaXKiTW3tjooRA7/Q5slRT4HLM1N8TCTZnPOeTmhJY7sibMVHXkmEhdeLECZ+AUi5Hzno83oENDg6mZ8+ezJkzJwtMNDDI+USaEzEtftg7bQekFD5Ttn2NeevH3pgN1UPYpR3emCgAxeTdz+NAndSCcOcRjPUIWUOQ6vAGls8b6G0IKXjFW7HqRay7pxKi2rPRwryLQ7Pwv0nXf9TMWC2wuwJXygS8HpZQ1wmUeYP8Nxxcibp3ji/4265ZsZfqRFKhxjg0sy8A3dXuE2I94ZkqBB2iJqPsmAqntvu1Kz/eT5h+PsMrx4LNGpY9s1C2fYWy7SvMv7xNhOuYdwoy5hDq5JZE2NyYVUm4/V+UzysSlrQPiyqJMCdhXvkMpqUjMyWmkhwSvdtEUEzovaaTXGUgWu/ZyFLNoHB19FqDM1xuRnW7EGf+y7OB5WmRYSFls9kwmbwhVcHBwQghuHjxyuqEggULcubMmcBbaGCQwzGbFNTYQ4gDSwCQVXqgP38WWdQba6D8/jUWaSfE5EZsfAc0N1hC0B/+DX3gcq+gcsaj/P4NQcJ4mGcFQkpwXX6whBZBe3Az2rBNEFXB2+ZMQMnr8w/ZhEdT+fNAetshNnMOlHQRwvtio05qeWU6r9X/rgjnn0dgO7UOq8nrxUnWbTi0Kx4xXZfEu6yZElFBJje2w4tQlj/jbYgqj2z0pPffMQdRp7Yj0pKxAKlkj4pWtTeyREOvvdu+Rvmq+pUpyO6TSHLohAfpKD90gKTzqJNbExb7F+aVzyD+mYnYOx91x2SCLRnLV+DQzCQVvAv92ePYS7bH7jF7vXO9Z+EZsJRYLV+GFjSoLifK2f+Qzptf4ZcbybCQKlasGCdOnADAbDZTqlQpNm3a5Nv+66+/kj9//sBbaGCQw3F7dOzhVdDvn4Os2gtP56+45AzyxkyVaor2wFriiSLWFYTW43tkxc7owzYSH1ThcszUEmTtIbibv26s2Msi7HoQjgo90XtORRu2kTi1GLEyP9qQ1cjOY3HVezxVwkiDwCCQFIxMf5/gAC5mkxKcboHe+GnAGxPlqP/UlZipQtXQSzTGrQfO/euSFmTZNhBRyiuihq5Fb/2mL2ZKb/wUzgzOjEkJsVo4Wp/5UNC/ooh+3wySCjfFoVlISBbo/RaCyQruZJTJrRD/zPT2Ub49Wq2h2F0Z/4wOzcwld5gv87yUcMkdTqwWeUMRJcRlEXXuTJ5LtpkRMpyQ84MPPmD16tWsXu2duvj6668ZO3asr7be9u3bGTZsGM8991zWWXsbSC8h561gpD/IPm7X2AepTiyKRpzbK4aEEERakkn0WHBryuU2iDAnk6TZfIHlNtWDRTiJ9+S9B3lOu+6DVBcubL7AckUR2BQX9gxOW1xNhNmOUzf7cg2ZVUmIyUmcy5Ypb0ZWkVPGXlVVpqy08dw3ab+3Vy8Hiz9wY1MCOxUUqiZjdV/Abi5EsmZFVQUR8hxSMROn5wt4WZqU/hEKWmgJALTEGKyO0ziCipPkybha9MVETWzml5pBb/Ao7ub/890rLCYIufAbpu/bXzm4UDXcg9cS5w66LdehEKA4HLecsfyOSMg5bNgwXn/9dVwu70A98sgjDBw4kP379/Pvv/9y//338+STT2aZoQYGOZ1kzeoTUeANQL/ktPlElLcNYl1BfqvzHJopT4qonEiyZvFbnafr8iZFVBLm1c8Tcn4rNvVyvEryQUzzBxBpSiCTpTjzNJqmcX8bScOqqR+Q4SHw/cs6IebAezEStSDiLKV9HhZNk8RSiFgt8CLKr39ZwN+GoOibE1GTmntFlFAgvDgAyu/fYP7lbcJNSSiKgnAn49l2TUD9pcMk/XcMqQQ27iwtvAWIk/Nk2ZfMYJSIuQbDI5X3MMY++8iLYx9mTsa68XXE7+O8RYP7L4LQIiiTWoArCVmmJVrvH7mUyeXugSYnjb0QkKwFsWW3wjc/KSQ5oHMjnSEdIczqQOoBrIqbA7iVsbcqbkIvbEWZ3hUAvd8CZPGGKDO7IU7+hix+F1q/n/DoKmLZU1j3eqfzKFgFLh0GjxPMQTgGrscdVRmHO2tUvRCg2JMQFy4gXbcuonKzR+rOqMZoYJAOJpNKgsMCQiDQCbW6cnxtrKzAZFL9Ej4K4V39dCeORXok68GYGzyO+s8scMSiTOsCigq6BqoF2foNkm7Cy5WXkRLymWLpVM9Ks+oWdCkIsWjYhJ1Ed2BTH+R0TKog3Ooizmnx1XcMu5wvKsETglM3Iwo2IqTfT4AkqXBTnC4LkX3moW58B635q8S6QwnCjtnlTeXhLtOeI82mE+n8l0IL2oDuITkpGT1MJSuSzAohUOJjEZdikO6Mp0XIq2R4am/69Ok88MAD190+bNgwZs2aFQibDAxuC0KASwYzZVUQzZ8wUb6fSpcXzaz5Owi3zJmlHLIKq+ohImmvb8m0EBBhSiDCvh+Lmre8BbeKR5PEW8ugPbgJzJenci97VPTBK0iIrIVLM95RryZIdRJ8chUhsf8QYnIQZHIRxgVsv76bapm+uGZeNC9Nk5pUQbj7BOrEpkR4Tnr/NtmxbPkQy2+fEmbyrtp1aGaSCjchqZA3sFxKiPWE42z5DrFaOCDYdrwgO6pPxNn8TXbV/YH6owry2Mz6nOuxlvPdV/H6ykYkegJf8kgRoMRcRMRcNETUZTIspObPn0/p0qWvu71MmTLMmzcvIEYZGNwOHFoQD7yvMPorwcnzoOuw+wj0eUPhywUqHnlnvClbVQ+hMX+ifNcI06LhRJoTiTAlYJo/AGVCE8Lidhli6hoEOiIlM/3VuJKMNArXYFOcBJ9YhTK3P8qUtoQl7CZSjcM0rRNiyxhMix8h8nLm7CDVSZTN7rvehBBEmuIynWAypxJhc6FObgnn96FOakGEdhrzlg9QtvwfyuZPsO6bQ5DZ+9kdmgWHfuUeJCUkuLyiSkpJiYLQ+uVCjD0zmpYvFSYpGRb8auHhafV5fE4j/ou1YDUF9nerIFHOn4O4S0iPcU9IIcNC6tixY0RHR193e4UKFTh27FhAjDIwyGoURbD/hMLaP9N+3f1opkJSgJME5lRsigvx1yTQPYh/l2KaPwjT3L6II+u98RY7vscm7qy8MOmREliuTGoBHod3Ws/k9WAqM7v5AtANvGiYIV8Z7xh5HChT2qB+1xDOeSthyCK10KTweq1OrEL5tDRh8buwmSWR6iVM0zphWvRQnhBTdodE7/K1182WdB5lbCWULf8HgCxaF61ydxyejHkzQ6weWteRvDgx2K+G38+/WZi/2crLgyQmEZjrUIirspUnxINRTsmPDAspj8fjW7GXFi6XC+cdloTLIBcjTIxbdP05Aylh1e8CkynDP5FcS5w7GHf7T5HV7gdAHFmDOObNEafXGoyn1VvEG/mtfNhEMuyYBq4kUC3oQ1ajPbIdbJGga4itXxhC6ircukJCaFX0oWsviyknxJ8CQG/xCq56I0nUggm2grJwuFdsTW1HyPFlmKZ3hrO7EP8uQT26Blsuf7dJ1izYi7dG7zHVf0OBaLT+izKUsykFi+Lk62d02tTz3z8kCGa+rlM0n/uWA7fB+9KpJCYgzpxGJiVCFqx4zO1keCK/TJkybN68maFDh6a5/ZdffqFUqVIBM+xOxBsLIAJy8Rukj6ZDsiP94Iskh0wVr5FXifeEEnXvOMS+Bd7M6+CN/+nyOfFJRt2aq0nwBBPe5AXMugeq9iQhshY6ZsIf3ISy/i08Hf+PWJchPK/GI1VkeCkIzu8TUQBU6IBTevNuxTsthA1dhzq5lTfB5Jy+vt30Fi/jKt0eRx7Qp2bhgdP+ZWSwX0S4ElBMEWgZnDGTEoJUO5NfsBFnV/nnEESGQZVSkiCzCyFvPX5JkTrKuQuQmIjMqGF3IBl+3e7SpQubN2/m//7v//w8U263m7Fjx7J582buueeeLDEyr6MoKslaMIfPhfDn4WBiHSG4pTVPBVnmNMyqTq9W6bun29bDbxVbXsUbWB6PmNXziogCcNsRP/YnwpT7p1QCTbw7GFfTV3yB5R5NEm8pg7vjl8S6w7LbvByFoggilEuoP3TwF1GA8v3dhCXsxqLquDVBUlgV9Ptm+O0jK3TA0/CZPJH1P9xk98ZEbR3rbQgt7P0B2i96Y6Y8J1HVjN/4pYQgk5NCoUncXddOgwp2Qsx2FG5NRAkhUB12lNOnkfHxhoi6ARn2SD3wwANs3LiRcePGMXPmTMqVK4cQgkOHDhEXF0f9+vWv660yuD5SmNh1wkq/NxXOxlxp79zIzDfPqNhUe47IkpzX8Hg02taVFCsApy+k3t68pqRgpHZHjH2EORnTooe9MVGAXqM/wuNA7J2POLgM0/JRRHT8kjh39uZFymlc+2D3aJI47c4cI0URuHQzLo+KKiQhV6UQCVZdqFs+98VE6S1fhQodUaa2807jzR1A2KN/EmNXCZaXUNa+5te3OLoeU8w+LOHVcGm52ztqUnTf70wWrYs+cCni2CaUOfeD/QLi4r+YChfyxpVlAJvqJsTsJsltwqFZvHUGTfEgIVaLyPTshhAgNA3lUozXC+UxVuVlhEwl5HS73UyZMoXFixf7AsvLlClD165dGTx4MGZzLp/A5vYn5LzkCKHWUAVXGi7rDndJvhvtwRLg0gl3Gtcbe1VViEkKYvhHCpt2prRBn9aS9x/RsSl3hog1q5KwpP2ok1uhV70PT7sPEYBp+ZOIg8vRhm0kwVYe9028lOakpJB3Grdr7D1YOHHezLs/CP76V1A4Hzx9v07LWjoW4T13pDkR05LHkIVr4Kr3OE5pIyxxD8rcAWiDVhCnFiNcicU0rSOc3QWArHQP4vBacNvBZEV/YB3xoVVx6zk/bvF6Yy+EIFKNRV33Glrrt4nVIr2rGk+tA0UlqWgLvwLK6WFT3YSc34oyszv6/XOwF22OTSSjzrkfPC60vj9lSkwpikAkxCMuXfIm2LzNN7/cnJDTyGx+DbdTSAnFzBvfW/nmp+t/ybu/18kfnBRwe+4k0nugKIrA4bGQ7DZhd0JYEASb3ajCdUeIqBTMqiRcO4PHHE6c21uuJtKchOpJIF4pclMiCgwhlZ3cjrGXwsSy320M+yD1PaxLY8nXT2tYlRQxlYQmhc+TZ1F1wmw6sQ5v2Z5IcyKmZU8i9sxFb/EynobPoMYdQp3cGqxhl4tNF/cr8ZNTSW/shRCEmR0kuG0+0WBTnCDAoWU871P+EA/K2MqQ5K3vp3f9BvH3VMTxXwGQd3+IvcZD2N3pTzwJAcLt9nqhkpKybRrPEFJ5iNsppJI9Nu55yczuI9c/bu5bOi2q27OkNtSdgvEwzxiqqqR6SKmq8GVfvhmMsc8+bsfY2z0hVBmscL0ya8s+1qlXPuP3r0hzIurxjbhKtiLBE+wV+En7kbaIXCOi4PaMvTe553HUSS3AftFvm17/Edwt3rhhDU9FgIiLQ8TFIt0uApkCTQiBWzfj1lRAEmzxIPXrTxXmZiGV832keRiTKokMTX+fyLDb7mE1uENJ6yF1KyLKIG+jqoI/DnBdEQUwdq6CR2Y85CPWHUpiqS4+r5VbE8QHV8pVIup24dEkCZbS6AOX+G8oVhe9zbvpiighBKrLifLfaYi5XCsvgD91HROnY4N4daKZe15U6fOmiSkrLTi04Dy5EtoQUtmIzeTmiV7XvzlEhEL5YtJIh2BgYJDjEEJwKSH9feKSILMLX51u//udWxeGiEoDISBUxCKWPe2/4b+/UU78gk1NrXCFAEXXUGMuXM4LlRTw5JqKorL7uIXe/1PYuEOQ7IQLsfDtQoXB7yk48uCCDENIZSOaptO4mk6buqmFkqLA1Jd1gs1GktOcwLWJOVMK+hoY3Klomk69Sunv076BTpDFEEFZQaQ5EfXH3ogTWwCQFTt583RJHWVWT0LO/opN8YopIS6Xd4mNRTl9EnnpUpbVyUtyW3j1OwU9ja/95DmYtxGEkrdqURpPgmzGpiQz+SWNH17VqV8ZyhaFfu0kf07QuSvaidSN/B3ZjU11E5F8kIjL9cBSlhhHuo9hyt2rsQ0MbhopoUC4RpPqaXvMQ4Ng0N2gGUvoswRNV5DF7wIux0R1n4o2bKNXTFnDkZFl8AirV0DFx6GcPOGdxnNm7Yq8BLvgfOz1t89br2B35S0hlaFPo2kaZ8+eJTg4mMjIyCw26c5CSrCKZDrVV2hR04yuC6xmHZU7a9VYTsW7xPg3lBldMdUaQkSbd1HQUOf0QZz9h/BhG4m3lcv09IWBQV7ApjqZ8T+Vhz+BlduuxL6UKQI/vqkTZnWkqut8uzCp3tVxcS6bL9g9zJSELhWS8sD0UrwnmPAmL2Eu3Qx38WbEO22YzKUIH7YRdJ0EW1lkYiLKpUtIpwN5m6ZHXTfQzfY8OMmSISHl8Xho164dzzzzDMOHD89qm+5IPB4dq+L0+ghlQOP+DG4Bm+pBbP4YdA3lr0mY3UkQd9znThd/f09Q4xdIIPffmA0MMouUkiA1iYnPWbE7TZw8D/nCIF+YTqjFmW2xTSZVEO45ifrjYCJ7zyZWKUiImoRlyycQURIq98szYspashNOl3ecvRn2S6E4HcjTpxF2+21PZxAVJrGYSTM3IkDT6hKrWc9TD7kMTe1ZrVby5ctHUFDuv/AM7hzSWh2S2QUjce4gtJ7TkKVbeI/fNdsnovR6D+Nu/BwJHuN3YXDnIiWYhZMIWxLVSyVRLDKJIDU520SUEBBhtqNObA6nfked2pZ8pngsWz5G+fVTlGVPYTuxGpsp8PaZFFJN91stWbtKLUVECSFQ3S44ew791GlkQkK25IQKMnsYdHfaKslkgke7SxTSWeqZC8lwjFSLFi1Yv359FppiYBA4zCpEWZMIUa9khY8wJ5HPFJepnCJSQpwWjuwzx39DcAHo8NEN87QYGNxJ5IRwBCnB4Qa95eVSM5eOoHxaAuXXT73bi9ZBL9UCZ4DLzZhUCHceJtx1HHHZ3RJhTiL06M+Em+0BPdfVpKQyUM+dQfx3ChkXm2WB5BmyR7oZ3EHjoXsltquStJcoBJNf1IkKCWyqhZxAhhNyxsTEMGzYMCpVqsSwYcMoU6YMVmvGs7DmFm53iRiDwGNWITz5IMqkFuh3f4ys3gch3YhlzyJObkUbsopYWSBDSQKFgEg1HnVuH8TxzX7b9DrD8LR515cJ3CA1xnWffdzpYx+iOrDtnoqy8rkrjQWr4Bm8ilhP5uvQpYdJhXDHYW9yTEVFDv8FGVIYlj+H8vdk9Lsex938NeLdgSu8LIRAcToQcbFgt+e8unjCjN1tIsEuMJsg2KoTbHahX72cT9Mwb9qAbd4clNOnsL/8Pxz397ul02ZHQs4Mh843adIEIQT79u1j0aJFae4jhGDPnj0BM87A4GYIs7hQpg8EVyLK4keRHjuc+gPxj7eqvLLhbULafEiC68YvApGWZNQ5A3wiSq85EBF7FHH8F5S/JmGyhhHW5GVjes/AIIehKDoknPJvdCUhNBdCBNZ7pko3Iv4UuBJB6ogJzaBoXcThNQCIs/+gEpipRF9Jl9hL3pIuOU1ApSDdBJvcBIdfafJpqKQkrIsXYpszC/XUle8o5M1Xb1lIZQcZFlLdu3cPeEbSpKQkxowZw/Lly4mPj6dChQo8/vjjtG3b9obHSin58ccfmT17NocOHcJsNlOuXDlefPFF6tatG1A7DXIXcS4rEf1+Rp3S2hsYvvxZ3zZZrg2e1m+T6M6YNzXZYyak+cuI45vR6z6Ip+UbKOioc/shzu5E1n2QZGmIKAODnESY2e6Nidryf94GWwQ44iDuOOrUtkQOWUOsUjBgpbecuhlRqBEh/ReizOgGyZd8IkqWboF230xiPTcoY3EDhAChad6SLglxSI+WM+ZSM4Fy8gS2eXOwLF6Ikph65sdTo/btNyoAZGutvaFDh7Jnzx5Gjx5NiRIlWLBgAT///DPjxo2jZcuW6R778ssvs3LlSoYPH06dOnVITk5m165d1KlTh6ZNm960TcbUXt5AVRUixQWUz8pcaQwtgjZyF5eSLZm6/9hUDyGuU7itBYj3hFzOI5WA4kogzlTMSH2QDsZ1nzEsqo5Hqr4HuxBgMUmc7pt/eb1Tx14IyGdORJ3YFC4dQRatgxy8AnbORFk2CoRA7/8ziYWaBjxOKp/NiemHu+G/v3xt+sNbiQ+tjttzcx4pIQSKy4lIiIfERK8HKjcJKF3HvG0r1jmzMW/ZjEjDdj1fFM5+A0h6/hVk8K1Nf+boqb1As2HDBn799Ve+/PJL2rdvD0CjRo04ceIEH3zwQbpCasWKFSxYsIAZM2ZQp04dX3urVq2y2uxcgRACFBMeTWA16Xhyqus3CwlVEhCrXvVvTDyD2DWH4Iq9SNJsGe7LoZnwWMviuXwjlBJiPWEopgijdIXBLWNT3YTE/IWMLEucWghdl16hfmwD5pJtScwDy/RvJym/z8gha1FWPIPWaSyxjiCCK/fFJgSEFcNeqFHARVSEOQll1St+IgpA+aETYcM2EW8pjScDtSu9Ez8CIXVEsh2RkADJyd4VeLlIQIn4eCxLF2NbMBf1+LE09/FUqIijb39c7TsioqIgJCRXfcYUMi2ktm7dyurVqzlx4gQAJUuWpF27djRq1ChT/axatYqwsDC/aTwhBD169OC1117j4MGDVKhQIc1jp02bRv369f1ElIEXl7Rx8pzKlwsE5y4JmtfU6d/eSrjVccdkSY8wJWFe9Rxi5zQAZPEGiIT/IP4kyuJHsXUVyPI9sOsZf0B5rnmblDLtIr8GBpnBqrgJufD7/7N33nFWVOcffs6Zctv2pfcuqKjYUBFRwN4g9gKWJJagxpqYGKOJGlt+amKNxt4VlIgFVFDsICqigoCAKNLL9ttmzvn9MVvZvctd2M48nw/s3pm5956dO3fmO+953++LfPZYyOxO9rnvoc2gZ/j600cEjrgTdptAidt4Sco7A0ppCo0OZB//EAXxMFprSt0QxuCTcTGJOva2X6QBhG0X6+snEV89BoDuMwqGnYuY+muIbsF4YjTZv1/MppK6xZsQ5cIpFoNEHBGPQywKrmoRC4MdwVi0kOArk7Hfme79HVuhhSA58hBip5yOs89+DfekaYWkLaSUUvzxj3/k9ddfR2uNlLJy+bPPPsvxxx/P7bffnnYe1dKlSxkwYEDl61Swyy5e86YlS5bUKaSSySTz58/ntNNO46677mLy5MkUFBTQt29ffvOb3zB+/Ph0/6R2R0IFufU5kwenVn0G786T3PYsvHNXkIFddw4x5WiB2WVPxIJn0P1Go09+DpJliMcOhZI1kD8QR6Tfkd7Hp6kwcKBwJSjXy995fBQ60hFREdXYtBgp2t4deksjhCBLFiI/+j+yD7yagmQmISOBtXoOVjifZPZQEo0YkYomDQJ7nI2x6FUwg+hTXkBZGchwB+SLJ6NOfpbSaNXnKIRAoD3hFI95P2MxUAqtVNtrVF9aSuCdGQT+9wrm94vq3ERlZhI/fhzxk05BdevezANsWtIWUo899hjTpk3jqKOO4qKLLqJ///4ALFu2jIcffphp06YxePBgzj///LRer6CggD59+tRanp2dXbk+1fMSiQSvvvoqXbp04frrrycrK4vJkydz7bXXkkwmOfXUU9P9s2ohRNUca2Nilru0NcVrV/DZQqOGiKogGodxf5Z8+WiIjtntX0hBCD3sPHRub3TvkRDp5NmWnP8+FK3C7bw3ISPge5E3A81x3LdtQqhdT/Euqq9dBEWrEEWrAND7/AbG3oKw88jejlfemfe9FdsAz5yAWPMl5obv6XDSU7DyQ8SLJ4G0yDpvFk7nvdGy8W6oFCHkGa8AEjI6IwHVexTi6lUoGSRgBAkoBWVlUFoCZVGvjE2p8l5hBtCGmndqjfjuW+Tkycg330BE687FU0OGoE49DXXMsRjhMCljqxkByEo/5SIVWx/3zRHwSltIvfrqq4wYMYJ77rmnxvLBgwdz1113UVhYyJQpU9IWUlC38/S21lV4UMTjcR5++GG6d/eU7UEHHcTPP//M/fffv0NCqq1SGhf884XU6zcWwvLV0HF7zshtENfORg86AYVReZAnM3oiIl3Ron01zPRp2ygrE2O3k2HmX6F0fdWKw/6KY+e13MDaMFoYiPwBsOZLxNK34D/DoWBFuWDJ9Br7ysY/DzjBTkDVhVUZIZQMetGmkg2egHLcaj4AbZDNm5FvvI589VXk0iV1bqJtG3XU0ajTTkcPHdoupu/qI+0j6eeff+bMM89MuX706NHcfvvtab9xTk5OnVGnwsJCoCoytTXZ2dkIIejXr1+liAJPeI0cOZIHHniATZs2kZ+fn/ZYqqN101S5NHUFTcwN8MvG+u9mVm3Q7NazYf2vhBA1wsxSikYrGW4uau/7FE2gfBqdnbVyLF0qKkCZfHpNEQWIRw7GOO89CkUn3DSSlLdm5973IbKP/BeWBvHdS7Blubc4nI97/ocUGT1wCmP1v8R2UJEonhU2IVpG6YYCiEbBdbymwW1tyq4CJ4n12acE3piG9dEHiBQFTG6fvsROGE/imGPR2TnewtL0uhQLTNyi2A5Pa9ZVtdfUOi5tIRUKhdi4cWPK9Rs2bGhQL74BAwbw9ttvo5SqkSe1ZImncAcNGlTn84LBIL17965zXcUH0Nh+V22BoKXYa4Bm/tLUf/suPanpKlsPQkC2WYLUDgUqF6U0tuGQaUSJuVaDqt58fHzqJtOKY7z7J8TKDwFQe58PnXZHTr/Sy5l6fhzZ577H5mjjJkfvDCS0jTnoGE9IVZDbFx3Mw0nUvDnUmhoXcNOUtQpM6kKI8utNIoFIJiAWR8RjYAFKo4uarjVMk6M1xpLFBN56A/vt6cgtm+vezA6QGD2W+LjxOHvs1e6jT3WRdq+9fffdl2effZalS5fWWvfDDz/w3HPPsd9++6X9xocffjhFRUXMmjWrxvKpU6fSt2/flBV7Fc9dvnw5q1atqlymteaDDz6gZ8+e5OXtfOFwoZNccapOeQzv1hc6Zqu0bogqRJT56kTPvE5sImhpMrd8jby7D8FlU2v0sPPx8dk+Spwg6rC/Qd4A1D6/wTn0FmJDzkYd9yAEs3FPeoaihC+iGkrISBBePRs59byaK36ZhzH1PHIszytQSkEOG8g1tlR6DUWMKNnJnwgZtSMpQgikACOZwCgpwti4AfnTT8jVq2DdWtiyCV1a2qan7+TaNQSffoKss08j+9yzCL74XJ0iyhmyK6XXXEvBtOmU3vB3nD2H7ZQiChpgyLl48WJOO+00HMdh9OjRlULnhx9+YNasWViWxQsvvFBZdbcttNacc845LF68mGuuuYYePXowdepUpk6dygMPPMDo0aMBmDBhAnPnzmXx4sWVz92yZQvjxo0jFApxySWXkJmZyZQpU5gxYwZ33303xxxzTEP3QyVt2ZDTxWL2ApvzbpPEqzXXHtgD3rhDkRMsS2taLmAJMn56A/ny6d6C/IGog69Fvn4RuEmwM1CXL2NzeVlxa2fnnuJoWfx9v22kFOQYhbjaoLC8CXbEiBG0NYWJ0HYbvu6s+14IyAslPDPeRAmE81HnvY94/6bK6JQ68RHKBp5GyNnodUCwI7hnTychQgQWPoec9RfUCY8S7TmGWFx40aZEAhH3Ik7a9arrUomljAwvYl9S0jZuOEVhAfbMd7HfmY41/6uU26mcHBJHHkP8uBNwBwxs3DFkZOB26dYkU3tNbcjZIGfzb775hltuuYX58+fXWD5s2DCuu+46dt999wa9eUlJCXfddRczZsyo0SJm7NixldvUJaQAVq1axR133MGnn35KLBZj0KBBXHzxxTWeuz20ZSEFoIVJWTLAZ9/B2s2w72Do1UkRsWINym3KMKMEvnkc+c61NVfYGajzZ1MUGkDSbRt3HzvrBaU14O/79Kir99uO9oPbmfe9ZWiyypYgXzgZd8J0iqyeRGQx1ttXo7O6khx+NQ4WocUvIt/7KxgWdNgV1esw5BdPgguEu+Ee8S+KosKbplPp5zi1NiFlSoXQiqSuyuYJxYtwZ87GfvcdrLmfIVL4VWnLInnwIcSPPo7kgQeC2TTWMe1SSK1evZq8vDyCwdq5MJs3b2bVqlVordvdVFpbF1IVGIZECIFSaruTw7ODSaypExFL3qhcpk5/hZLuhxNPtv5IVAU78wWlpfH3fcuxM+77SldwAZZOkiETlJSqynynDDOGBkqdILiKiC7BWjgZOe9RcJLgxL1/kc64JzxMkc7drgt7axJSltRESpaAm6DM6AUffkL4vemIjz9B1JMHltxjTxJHHk1izBHoFMVfjUlbFlIpk83HjBnDHXfcwfHHHw/AxIkTufjiiznwwAPJy8trV+KpPbKjrtu24WCuX4BY9naN5fKdPxKZuDdJmd/mqvd8fHzaLhUiqfJ3r72AV0HmOpBMer87DiIRx1WKQqXLL8waEFTdIheBhlKtyep9JPKLZz1j1HLUyc9RIvK8KFQbxhSKyNr5yH9fBMsUkV8MRDJ1yzCnX38SRxxF4oijUF27NeNI2zYphZRpmjV6tM2dO5dTTjmlWQbl07JYhiaz8Fvk00dU5kTpQccgvn0JNi3FeOpwcs6dxRad3WareX18fFoflREltCeIKkSS43hTT+VCCbcimVuD1mhV/rP8hFT3aan20pCMIxe9Bhtrpo7I6VeQccKjFImsNpEHujVi/Xrsj2Zjz34P8cU8b38BgtoiSvfoTmzMkSTGHoHbf8BOmzC+I6QUUj169GDWrFmMHTuWzMxMYOe0FdgZUUh0ZnfI6ALRLajzZ5PM7IPVdW/kO9eiu++Pq01fRPm0S6QUhIw4pcmqarmwESNBKK2msz51U3X5EDUjSkqVC6QkIpn0IkuJeHkyd7k4qiaSGouA4RBY+Q7yw9u8Bdk9UD0ORH73MmxahvHar8ka/wyFbaFqUmuMFcuxPpyN/eFszO++rX/7TNB798Y5/3qKB+7li6cdJGWO1LPPPstNN93UIPEkhGDhwoWNNriWoL3kSO0ohiHIVusR8UKKQv1JusJLQF83F6fzvpXVRW2Btrbv2xNtbd975fDrEV8/TXLYhRQ5ESJGlOCSyeg+oyiye7cZMdVc+766QKp8rJQnkly3MqKEqxCuA8nyKJNyPTGlqRJKzTiVJqUkU63HmHwWWCHc8U/gGhHMb55Gzr0fdej1xPscTVQFGvzazZIjlUxizv8K+6PZWB99iLH6l/q3z7OhdwL6Ax1AHXcfZR2Hk1BpuyA1Ke0yR+qss85iwIABfPLJJ6xfv56pU6eyzz770LNnzyYdkE/rwHU1BbITMtSxsvy6xAmR6HIYiWTbzhvw8akLKQU5YgPG46OhYCVW6QbyRt+E+OoZ5IyrIJRL9q8/osDshbsT5AfWKZAqxJGT9KaLXNcTSBWiyCkXTq4LaC+iVD79xlamly2NUopi2YnMk58FaXqJ5UlNZLczsfoeSjzcg6jbuqJRYv167M8+xvrkY6zP5yDK6jf8dAYOQhw6Ahn5BhGbV/FRAiCnX074hP9C9q4kVBvq8dcKqdfZfPjw4QwfPhzweu2ddtpplcnnPttBcRESE0XbCKMqpdlaMvkiyqe9orVGGzY6owuiYCVy7v2w7G3YVG5CHMpDW+F2MaWdKookyqfYvKk21xNIrutNtym33AKAqghSeSJ3W90nSimKRMcaIq/UDWJGBuJsr4FXY5JIYC6YjzXnM6w5n2Km6G1XgZYSZ489SR5yKIlDDsXq04PwD68iZj8OAnT/sei9f4P8368hUYp8YxLh894j0TYCxq2WtFvEzJw506/U21HKypBbShAdOqJsu82efHx2jKbwDPLZcbSGAieLnNOmYLx4EmLVnCoRldsP95x3KdAdWn216tbZGLIiklRZ3eaU5yaVJ2w7DsJ1qomk8g4IW+Ulte6/evupK0rWYiJKa+SPK7DmzcX67FOsr75AROtXOSoSIXnAQSQPPoTkgQdV9bgD4kmw+h+Fue5bRLIEZ9QNRHWYjJOeRU49H/f4BymLt46pvbZM2kKqeoNgn+1Hl5Uh1qxG5uSis7Np5edkn0bGNATZVhmxJJS63lx+llmGKV0KnKxWf5Fu72gNSWxk39GekKpY3m0fXCOMSrT851PdK6lSCFWIpMq8JBdKTHAcjKKy8vyjalEkrWsIo5b/q3Ze5Lq1mF/Mw/p8Lta8Och6etpW4PTtR/LAESQPGuH1t7NSm2SWOCEyDroagabYCXvLAj3JOOdtymKQVG1jhqQ1k7aQ8mk8dDKJ2LzRa26Zl482/Qq4nQHTEGQlf0L+5xCCo/4Kg0/HEBrrk1uRi6eRc85MCmTrj3i0ZzLMKIFvn0F+eGuN5eK7lzEjncg6+C8UbWehRa2qtepoXXflVEXSdvlPnCQkHYSThHjcW1+9qq16FKm8sbhKJLdrvD5Ng9i0EevLLzC/+Bzri3kYq37e5nN0OExyn/1IDj+A5EEHN9jjqcQJ1XjsKCgo8wVUY+ELqRZCuwqKi5HxGDorx49O7QRkWjGMFydC2SbkW78n6CagcCVyzn0AyHeuIfPoByhM1O4m4NP0GIYkoEqQb1/jLcjrj5rwFmLKBMSqOci592PtfhpW7t4k68gVrCWUKkRQZd6R6wmgZHnFmlIIKgQQIMozloRAIxAVU2xbJ2vr9JqP+7QO5No1mPO/wvzqC6z5X2H8tHKbz9FC4A7aheTwA0kOPxBn6B71Rp18WhZfSLUkWqPjCdi8EVlWhsjLQwWCraqyxadhbJ3rVP1xYSJIzqkvI9+5lrUDLqYk0BuZC5kdjqTjT8/jHn4HRckQoMkwo9iGpiAZQSmNYQhyAnHK4pqo2/BybJ9t47qKUiOHyBn/Q759De7Zb1EkO5J52isYr05ADz2TWM4Q3KSLdMqjQhWNa8s9j4QqN41MJmtWrqXwQtr6m+5Pt7VxlMJYvgy5+DvEl1+S/eUXGGvXpvVUt1t3kvsNJ7nf/jj77lcj18mnddOgpsU7A03qI7VuLSW/rE+5jbBMyMxCZeegDcO/62wkmstPJ8sqxcSlwM1GKV2eD1VKLCkq86FcAny2yOTK+yUry8+vu/aBB69UDOqeQOikN7204DHkgqdxz55Oscgn01mL8cShqDH/oKz3UW1GTLWEl1Gl2WOFG3aFAzZUqdq6sv3Lf9rSIWRrimMmyvGm1TKNKE7cJRrDE0o1hJGuUj2t6Evbmvq9tVdEcTHmd99gfvsN5rcLML77FlmS3vXD7dQZZ+99Se6zL84+++70LVnaso+UL6S2oiWFFABCIEwTnZmFzs72BVUj0BwX8yyrFGv235DLZuCeM5NSszORsuUYj41EHfY3YoNPJy4yeH9BkJP/WrtKxjDgk/tdBnVPkLH5C+SjI70VnXZFjX8K+fw4KFoFQqB+v5QC0WWH+yk2JRW6JCvL2/dFRbFa66pHc0SFGaMuz/mpMGasLnyqiZ3K38sjQd5rlOcRJRJe4nV5gnX5C1T9n+r7JGr8qDatVv1n28EXUo2Mk8RY9gPmd99iLvwO87tvMX5ckfbT3S5dcYbtTXKvvXGG7Y3q0dN3FK9GWxZSKaf2Vq9evV0v2K3bzq2qdxit0ckkbNmMLCn2BFVOTpvxntoZsS0Da9Mi5LyHADCeHEPGMf9GTpkAsQLkjCsJDj6BLYlsrnqg7lJj14VrHpS8eD3Y2QOxR/0VOfvvsH4h8j/7Vm6njn+YmMhqMRGVMvJTUTVWIWwqxFDc9qY7iqNVwsl1t8r/qf6TcgPH6u9a/UEd34OK/mqNdMfRxvSST1PgusifVmIuWuj9+34hxtIliHg8radrIdD9B5AYugfOHnvh7DkM1bVrEw/ap6VIKaRGjx69Xb31Fi1atEMD8ilHa3QiAZs3IaNl0LETyvSTDVsjiaRLLHc3gkffg3zrctiyAvlsuXGtNFBnvkYpWZTEzMrpvLr44GtB1LEQhMna71Lswp8Q85+oXK8OvZH4wPE1esA1JjW/7qLKyTqRqOZkrWqYNNbKA6ohgjSUJ87rraIi2y9WfJnj08gkkxg/rsBY/D3m4u+9n0sXI2LpR/J0OIwzZDecoXvgDN2DwPD9IDubsp04GmgYktKETdIVGAICloshkq1q+ruxSCmkJk2aVEtIzZo1i0WLFnHQQQcxYMAAtNYsW7aMTz/9lMGDBzN69OgmH/BOh9bosjLk2jWekWco1B6PwzZPqRtC7j6BwLoFiC8fq1yujvgn0S4jiCXkNm9MpAQQGIbATBYhlr9bc/3Cl7D3Ph8pAw2ySKgVRaps81HhPVSeQ1QeSRJ4USavvN6t6T/Uhl2sfXzEli0Yy5ZiLF2K+cMSjKVLMFYs9yKqaaIQLAv2Z0FkD37qsgdnX7MnxoDu3vx8OYGMnbvyNqltvlhs8n8vSn5c653bDttLcvUZJjmhGFq33rSE7SGlkLr00ktrPJ42bRqrVq3ilVdeYciQITXWfffdd5x77rn06dOnSQbpAzoeR6xfi8zLR2Vm+5V9rQzTEFilqxELX6mxXM75N8HBJxKTHQnZLkN6SxalqH4+5gBN0HLJVusxHh/l5UQBdN8XfpkH6xdiPHMUOWdPZ4vORWtddxRJKUQyWdUstrLsPrmVg3V1gVSBL5R82gFlZV6UafkyjOU/YC77AWPZD8hNmxr8Uk7X7syK786C0O58ExnKt5GhlBoZlevzCjTj7Biu2wpayrQGhMns+RZ/fbTq5KQUzPxSMG+xYPJNQSJW/T0C2xpp2x888sgjnHXWWbVEFMBuu+3GmWeeyX/+8x+OO+64Rh2gTxU66SA2bcRIJtGRDHQgUHE9bBIMQyJxSbpVX4iALYi3Anfn1oRhCLISKzEeGwmxApAGuv+RiKVvwpYVGE+OIefcWRjBTjxwpcGYK2StJvfhINx6ocY2PL8hlHeHrE54BDXkV8i5DyA/uxtCeeC4GLFSL5euouTedb3nOUkvilTDpLEqf2hHPzlDCgIiRlm1qsGwESeugztFI1+fVkZpiSeYVqwo/7nc+7dm+3J83e7dcQcNxtllMO6gwbi77sqCwm5cdmfqNipTPxIcsa9BwPCFFEDUsbjz+bqj74Wl8NQMwcXHm6DTjwK2dtIWUj/++CP5+fkp13fo0IGVK7dtNOazY2jHhS1bEEWFCMOEUAgdDKJD4Uat8DMMSba7GmJbKInsQsKVZJpR7JWzCPUaRUEyY9svspOgNWCFIZQLiWLUGf/D6X4g5jdPI9+6HJ3RBS0tHMdll+5xPr4/wDUPSj5a4IW8jzlAc+sFmk4ZMVxXUWR2I+s3HyNWf0W800FEtySJ9D8dS+WiO+1L8U/FoApqmjQ2A4YUZCRXI5a+idztLErcIBlGFPPbp7F2OZESs4svpnwaH8dBrl2D8fNPyJUrMX76EeOnlRgrVyI3btiul9SWhdu3H+7AQTgDB+EOHIQ7cBd0ZmaN7YQQqC31v5brgtZ+MVAFBcWC4noCTm/NEZx7pEnI2gmFVMeOHXn77bc566yzauV6KKV4++236dChQ6MP0KcOtPYEleN6eSxSYlgmKi8fnZG5wy1GKkSU8dghEC8k49xZuDkDMefeh5x9E2LIeHKOud8XU+UopSmQHck5ZyZiyzJK8/YmFrOIDD6DYGZXVM8RFDhZaA2W4bJv7y28fEOYmGMjBWTIUjJ1IcWlBiqeBCdJietgOn1J/LwBoRWlShPM2Y941ELr5m/5IaUkw12DMeVMiBVhJkvJ3v8SxKcPIhc8C9++SMYpL1AsO6E1ZFkxki6AlysSknFsE4qSvuGsTx04DnLdWuSqnzFW/Yz8ZRXGTz954mn1Lw3KYdoat3Nn3P4DcfsP8P4NGIjbuzekUbyjtaZ/efpTqpm7o4YrwrZbK8rsUze63MW/PZG2kDr11FO5++67+fWvf825555L3759EUKwbNkynnjiCebNm8fll1/ehEP1SYlSqHgCsWE9oqwM8jugxPZ39JY4iOgmiG0BJ47xxGhkvzGIxa8DIDYtQeDWcvHemVFKU2h0xOrQgVi5zil1Q+jexxBLgkBjukkyS35GTr2ADnueT6LLQYhkAuvbZ5A/vEvmsfdRpLLQSuMC3nm76gISc0xaqmpNaYU2I+jMHojYQuRXT8LSt6DE80XTWT3RRhg0ZLEZ46WJiD3ORu96EgDmsteQ858k61dPUyTyfDG1s6E1oqgIuXY1cvVqjF9+Qa5ehbH6F+QvvyDXrPYKIHYAt3NnVJ++uH364fTrj9uvP27fvhDZsRu+oOVw9hEWT75V++qfmwknHgxKtVx0xTBkDTuUikBHS33HcjI1kRCUprDtO3xfTchy21UBbtqGnFpr/vGPf/DMM8/Uuf6ss87iL3/5S6MOriVocUPOHUUIhB1Ad8hHhyPbHZ2yDUVm8XfIJ0aDU807pdNuuGe/RYHKbTPNdZvDkFMIyLZKMBIlFJldcGNJAm6UcNkvODpEWZkgQ8Yx37gI1i4AN4ka+ScoXoP86nEA9MAjSR5yIyVNZG+wwwhBlizGeP0ixIYqmxPdeSjuMfdTpCJkWgmsGVfCz59660ZcBUIiPrrT27jHcJJH3UNxopX+je2IZjXkVAqxZTNy7VpvGm7tmsrf5do1GKtXI8pKd/httGXh9uyF6tUbt3cf3F69vSm6Xr0hsn3NpNMhSZDXPpb893VJYYn3fR8xVHPdBE1uOIbaKhzVXPs+JBMEEhuI2x2IqgBCCLLEFtCaIlrohkWYvDE3wC1P1RaeGWF45WZFRh3J5m3ZkLPBzuYrVqzg3XffZdWqVWit6dWrF6NHj6Zfv35NNcZmpc0LqXKEaUAghM6IeInp0mjwAZodTGC9OgGx9K3KZeq0KZT0OJx4G2oo31RCSgiBQCOcJJnOZsy3r0OsXYQ79p8kgp0JbPoW+b8LUAOPxdn/95TpMJl6M8YrE6B4TY3X0h2H4B73EEUqs1WH+TLMGOYndyK/n1q5TO12Es7wqyhxqk7kxqvnQuFWXe2ze+COe5Iicv2IVDPQaBdzpRAFW5Ab1iPXr0euX4dct857vG6dNyW3ft0OTb9VRxsGqktX3B49Ub16ecKpRy/cnj29NirVbAaaEyFNyhIWsaTANsE2HWyZrPNYbg4hFZIJAitnIN+7ETXyWhIDx2GpUoxXzwPt4I5/qsXEVFLbzFlkcvdLkjXlhZIHDdX8+WxNXiQOunb0cacSUu2d9iKkKpESYRgQDqMzMtDBEFrIbR6smWYU+wsvJ6oGVgj33FkUZwwh6W7/9GFz0hhCyouWC4RWnrtxPI6IxxDxGAaaSMkS5MtneFVzdgQ17Hzk5w94FXR2BHXG/ygkDyEgSxYjHx9VFdoOZKImzKAgGWzdIsqIYn5RnhO1FWrYOTh7XUCJG0QIQbZZgnxiDLjlituwUOfOpNDJaLITuxCChLJwXIlpKAJGss1ETZuCbV7MK6bbNm1EbNyI3LjB+7dpI3LDBsSGDciN65EbNzaaSKp863AYt3sPVLfuuN26o7p3R3Xv4YmnLl3Syl9qzTSHkMoOJDBeOgUKPZsUNew85PKZUPiT93j0TUR7H0HcTTuDp1ExDIPSuEXckZiGJmC6WCmEJ7RtIdXgPVxWVsb8+fPZuHEjBx10kJ9g3tpRyvMNKixElJQgpPQq/UIhr9LPtGoduEFbYP84s0pEddoNdehfka+cA8koxhNjyLryRzbHQu06siCEQCgXEYt6LsfxuNfHTSm0Vmil0YACygI9CR/7IHLaBZAoRc6513sRO4J70nOUily00oRlDOY/WTM/IF4My98h1OsIorp1TnkZhsSMb0J+8xzgTefpY+9DTLsYsWEhcv5TmLuehGH3xNZRWPJmlYgC7/fFrxMaOK6GdUJjkdQ2K9eaPPSa4Mc1gm758NsTTAb3dLFEem092gVaQ1kpcvNmRKwENm0isHotctMmxKZNyC2byn/f6P1MNk1oWYfDuF26orp0QXXpiuraHbdrV1S37qiuXdHZOX6fuR2kKBEga9wTGFPPhcJVlSkCAOrgP5DoNabFRBSA67oETZdgtSG018tFg/byc889x1133UVJSQlCCB577DE6dOjA5s2bGTVqFH/5y1847bTTmmqsPjuIdqu19igpQRoSAkF0pOb0XyyhCfY+FLHLcYgtKyg9bQbzV3dg/4mzsJ4egzrhYcoSol2JqMqIExqSCUS0XDxFo6DcKhPLFCSUidVxT+zdT0cseK5yuRpxDbFwT5ykJmJEsb5+DFnhfJ7bF5KlULIeOesGAqNB9zycmG58obGjuK6izO5M+Jh7EV8+gnvUvZSoDDKOexDjzUvQ+19MmdUJW5cRWDYN+eFt3hMzy/uLFa9BfnQHNqAHnEhUNZ7zs6Ntpnxg8u/JVRHS1Rth3p2Ss48Q/PY4jSUSjfZ+zU40iiwo8KbXtmxGbNmCLNhS7edm5Jbyn5u3IBI1hWNjx3a0aaI6dkJ17Ijq3KXav86oTp1RXbqis7J8odTEaK0pNTt4fT2f/1XVis67o4acRFm8nsv71p9NOzqXtwRpC6kZM2bw97//nTFjxnDYYYfVSCzPy8tj5MiRzJw50xdSbYSgTBJzDEiWQFkZ9pbNiIhNIpSNDoUpcHOwDv8vWwpdDr6wG2s3w7iD9uHJq1aS0AG0lrTlsgshyqfpYlFIJD3n70QS4STQrhfF0w2oZ7ali7XpO8S3L9ZYLj/5J8Guw3DsHigtIOxFcHWHwbjH/wehkl7OVMkaCOagaL3TpQllQcd9CR67N0XJgJfQKjLJOv5hYo43rRaUCozyqFp2T/SvngRAvHKOlzNlBmjs2ufSRE0RVZ1n3hacdKhJ56xE6zhc43FEYSGysABRUOD9LCyovWzLFkRhgSeg0myU2xiorGxUhw7oDh1QHTpWCaaOnbx/nTujc3Ir+hn5tCBCCCJqE/LNy8GwvO+WGYDYJuTKmYT7HFF5U6aFBMME0wDDQBsGICqNe9Hlxr7xeLmpry6/eWwNX5rWT9pC6tFHH2X48OHcf//9bNmypVaF3u67787LL7/c6AP0aXwyzCjmopexh5xEkRvBRBEpXQHrN0HHYSSxKTXyOOWuCDHDm2/OCMH/PrUZ+JuOdMqF1291CBpNVwXXFEh0eX5TzIs2xWKVU5874vxtGpJw6TLk/35TlRO110TkvP9AvARjyllknj7Vy5EaMA47lIfqcSBFKhMpIPNXTyM2LyWaP8wTK62YhLJIVA/uaE1RtQq8mAog+hxN4MgMdNd9cEOdATDGP4lYM494t5FE3cabvjRNg3c+qn+bKe8LLj/JJJFoxDwf10UUF3kCqKjIE0NFFY8LPcPcwkJkofdTFBV4vzegEW5joc1yj7n8fFRePiovD53fAZXfwRNN+R1Q+fmo/A4QaH3R0J0OIUAKLw2j4qaj4ocQaIRXQRtIYLx5A4RtyOyD2vM05C8fQeEK5NIHsPv2we1zFDHXO6d4pzhd7feqt6v6XYDjeFHNeML76TjlraXKe20qVd6f06eCtIXUkiVLuPrqq1Ou79ixI5u2o4+RT/OSYUSxProNseR1xI+zyTrmXmTZBuTks8CNEz7uIcryh/H01BKKfiwjFJIMCtvEsiKU5EbYEg+wci2sL5D07tB6b1gqI07xOGyJQSyK3FwErutFnBpx4I5SqIwuiC57ITZ+j3vSsyQiPQh03Qc57QJUv7E4RhDtaMp0AKfnWBKuBK1RGopEHlb+viRU+7jLjyobt+uhJLVJRUF6kc7B6nYoCbdxK66E8JyU62NzkSBlzrnrIkqKPRFUVC586vi9UjCViyRZXNyof0dD0RkRsB2EHYcQ6CGHkOg6CCc7F52bh8rLJ9ijC+TnUyIDqafZhMCQwrtIttYvc3tDljcwFzVFEkKAHUAHghCwUZbtVShWbLvVZxiXMYKjzkO+80fUqOtJ7Homlns+xpNjvYhS9+HElbXNgovqH7vWGqQBwTAiFK4cXEUPT1zXK7IpK4NoWeX5dGcnbSElpazllVGd9evXEwqFGmVQPk2IAG1nIACxZj7mKxOgZB0ko17o1wriKIOvlwrKopqyqAubowQCMTJCW+gQsYhnRvjlpwD9O2hc6VUANuc5uCKfqfafphGJBFQkh8ei3p1T2Pbc4ONNlCejociNkHXU3chEMaVmF5wEuDlDCZ/2Kk4onxKn6ruRcATVY19aaxK6fYioChLKoNbf2MgiCsBxFAfurnnsDYioUnKcAnKcArKdQnJc7/dTft5M4M5NBAq8qJGsFj0SJcWIFhYQ2jTROTmo7Jyqn9nZ6JxcVG4uOjsHMy8DO/ED8ut7IQjCqPJkUrudgjP895Q6W51/yyvHqKNyTAhBzAmwdotkyc/QORcG9tSEzESdpek+24mUCClASLADELDRto22bJDS+4ZUiCQpvSm4uhqH19FUtVQFoN9xBM8ZRjzYnZJkACmD5JzzLmhNoeyE627/sV07giW8a0Q4AxHJ9G5Uo2WIsjJEtAxdIap2QkGetpAaPHgwH330ERMnTqy1TinF9OnTGTp0aKMOzqfxKXFCZOx/KSYgv30BtvzorTBM1LjHKM0cjKMtOmTX9PGPxzXxuAsFLrYdp2NUw09xpGlBIIC2bTBNMC20adbMoXBdz4tGKbQQ3nZS1h1e1tq789n6Lsx1PZGUTEDSCzXX+sLG494dknLLw9DVXrOpKRdT0sysvOFIaBM32AvX8e/YGoTWEItVJVgXlOcRVeQPVfspCgs4qLCIBZsLsFO1zvmpGYcejqCys9FZWejsbFRWNjor2/s9p1wgZeVU/q6ycyAc3mZidgLQxnACXYLICnNTQPc5FOeAKxtk4iqloCAa4sI7JSvXVS2PhODe3wfYpUcC0Y4ayjYbonw6TgoIBiAQhAho2zs/phRJ1WnguarUDREP7YLjeOK3ol0VAtQOiKhtobX2phhDEUQ44t2Yl6dLiGgZJOKeqNpJ+uakLaTOPvtsrrzySu655x7GjRsHeDtz+fLl3H333fzwww/1Tv35tB5iKkjGrr+Cb1+oWpjRBZ3bj2TSwCDJuUebzPqy7pO7bWp6d3BRCS9Bm7KyGuFqUX53hZSISlFTntBYPr8vpECblieqyqsJxdYCSFRJOa21F67WGrRqnTc92mulUh3XD3t7xKJeZdnmTeUVZuUVaAVbqh4XbCl/XFCr8mxbNHasSweD6OwcTwhlZ2FmR1BZ2SQy89BZWV7UKDPT2ybbE0o6MwusJspxE2CJBGL5rJqLNyzEcIqRsmO9MwbVKUsGuOBOyU/rai4vjcIF/5S8cbtNpu0LqW0ihefRJw0IBj2xZNtoOwC5Xlsat7p3XROdtCpEVAXN7Z1W3jsdAkFEMIjIzYVk0otWRaMQjaKV267zqhpkyHn33Xfzn//8p3KaT1ZO62guvfRSJk2a1JRjbRbanSHnVpgSMuIrvZyoZM1kcd11L9yj/02RGyGpAtz7isnk92uKKdOA/1ytGNKzbnfa1kiztsrYmYjHkZvL/Yk2bfT+bd7siaVNmxCbN2MWbIHNm7ycihZA2zY6K7tK7FT8npXlRYayssqjR16EyM4JEtj4AXL+w7gnPUdZsDthZxPGqxNRfQ/D2ftiStxmTmEQkGWUYky/ArH6C29Zfn/YtMz7PaMT7knPUizya1xE6zzuhWD5uhBn35R6Kvm3x2t+fVS8RfvHtVoqxJMdQIcj6HAYbLu88K1q3zdHW6q2QKUXX7QMUVQEsZhnw1PXtjuLIecVV1zBEUccwbRp01i+fDlaa3r37s2JJ57oT+u1ETKCGjn54sqcKHXcg7BsJvLbFxBr5mPMf5LwsAsoS8Kl4+HEgw2eeEuwsVCw1wDNGWM1WUE/j6Jdk0x6DtcbNiA2rC93vN5Y+VNsKv+9mROuK6fNqucRlU+Peb+XR5Aqp82yIZi+6JFSEtCbkG/8H2iNMeVMIkf8E/n+jVC0Gvn1s5gDjsHM3hWnWadrywsnopsBLydKj7gasXwm8t0/Q7IMklGEve0LkCEF3/9U/0VlwTJBwpWYvg2UhygXT4EAOhz2BJRtV4nWndg9f1torb0pzXAGMpKBKCtFFBRAPJ5SULVF/BYxW9HeI1KGFGQkfsF49RzUMfdQljkEWyYw596LKPoJZ+xtFDtVzT+FELhYOC7YpoI2eJfqR6SqkUh4vdLWr/Oayq5fV7OH2ob1yC1bmmUoKjvbqzDLyUXn5np5QxUJ1jm53vJqSdjYTe/6bssk4U1fIl+fVGsqRo26nnjfo4mq5rcI8HoYFiIWvYKz62mUuCGCMkFw9QfoDkMosbvXmjmp67iXUvD50hCX3pM6InXcQZo/n5UA1YYaajYmAq/RtpRetCkSgXLxlE5hjZAWcRXwUj21Q9hO+FP81ZACRGmJF6FKlAsqpdt0RMoXUlvR3oUUeGIqM+hSGtMklZddkmHGECiKnXALj67x2amEVGkJxpo1yDWrvX9r12KsXeM1ll27Frm56SxKtGGgy32KVF4+Oi8Ps3MndH4+sUgWKjcPnZfn+RhlZXv5cWlgGJKyhE00KUFDyFZNenEKWorg4snIj26v+tt2O4XEAVdTmmy5lhtCCIJGkqhTNYaATOJg1Zl+kuq4j7ohjvujQTRFGtpLf1P0yI/uPNVXFZ5NUoIVQAe86joqksTTrEo2DEFxPMwdzwuemiEoi8GwgXDrBYrd+iTbtrt+EyCl8AqIyrzKP6TA7dy1TQqpBp0VVq9ezYsvvsiPP/5IQUFBrT9YCMGTTz7ZqAP0aXxcpSkoq3lHWuI0XssOnybESSLXrMH4ZRVy9S/I1asxVv9S+bssLmr0t9SBQLnLdUdUfrmBY4XzdX5+paGjzsqu5XhdcTFPbKeIdbFY/LPFTU9Jlv/iLevVWXLdBMmQXg5mI1+chBAEnELkgqdrLl/2NuawczHMrrgtNJWjta4hogDi22HgGjIT3HNpgEl3S7bKU+bcozWdc932LaLKLQmEYaADQe9fRbL41pV1DfisS5JhRl0m+bnavfJXS+GoaySP/tHm2OFtM6LfVCilvebUWdmI7BzPWb1VtB9oOGkLqdmzZ3PJJZeQTCaJRCJkZ2c35bh8fHZeEgnk6l8wfv4J4+efkKt+xli1CvnLKuTaNYhGLClW2dmoTl1QncpbgFT7qctbhOiMjBbpmyalZMVai/Nvq2mV8dM6uPCfkof/YLJnH6fRIlPe9NkWjFcmQtFqAHSfQxArP4RYIcbkM8k8+XmKjC6otiw0tMvufRJMu83mhVmCb5YLOudozjla0zWvdpNnIU3KEt6lImi5CJJt53pXUU0spVdRWW7Vou0AKhBAs1XP0O38XA3T5Jlp1BBR1bniPsFhw2zCpi+k6qIyl6qtHFdbkbaQuuuuu8jNzeX+++/3E8t9fHYUrREbN2KsXIHx00qMlSuRP63E+Gllo4klbVleM9kuXVFduuJ22brBbKcGJWM3NzHH4tZnZcpr223PSh69xiZgNM6UrUajhYUO5SOKVqNGXY8z8FjMdeU5U4FMtBFoq+f6GgjtkB10uOg4k4QjsQwN1PRmE0IQdUO88j68MlsSS8CIoQYXnWCRE2llXlOiylYFsZVosmxvum5r8+BqhpM7SknM5MnpqfPOikph9SbBwC7tO9i3s5K2kFq+fDmXX365L6J8fBqCUsg1qzGWL8f4cTnGjyswflyBXPkjsrR028+vB20Ynijq1h23e3dUl26obt1QXbvhdu2Kzstv081lk67k2+Wp1y//BWJJSaCxTKQ0FKkIWcfcj1z7BfHOw4kmLOz8vQmf+F90dh+KyG3U9kItjVYOVor+41EnxIRbJL9sqFo27WPB9LmCJ/9k07+Larok6q1aqIjqPecqo6PlfnSBoOcUblueaLKsus0vm3BKVmtBchtFaImdNHd/ZyBtIZWXl4fVVGZzPj5tHa0RmzZiLFuBWrwMY9lSAj8uxVq5HBHf/oiJDgRwu/dA9ezl/ezeA7eH91N17pJ2wnZ7pdF1YrmYsrseQkWP44Sy0Dl74mjZrkRUvQiT594VNURUBckkXPeIl/cT3NFoYGUkSXq/V9gMmJZnWleeBK6pMvnV1Qx/EaKylUmNj6aZP6dIwOG4gwzufyWFibEFvf1oVLsl7bPwiSeeyNtvv11nixgfn52KRAJjxTKMpUsxly7B+GEJxg8/IIsKt+vltGF4UaVevXF79UL19H66PXuhO3Rs01GlHcE2XYbvKpmzsO6L0+59IWA0zIumrp6htZZpKkVUBUlVsz9ieyeaNHn5/dR5cSvWQDQh05sZrogiCeFFlsqr5LQd8CJJAS9nSddoHZVGpVwd/edaCq2S/P5kmyffEpTU4cF5+cmasJXYmQ6hnYq0hdT48eOZM2cOF198MRMnTqRHjx4YRu2Yerdu3Rp1gD4+LUppqSeWlnyPufh7jCWLMVYsR2yHmZwOBnH79PX+9e6L26cPbp++qO49mq61SBsmbDn8+SzBKTdataZFTAP+ek6SSCBJMs1UHUNCplqLa2ZU2nxkmFHMZBGlRkeSaucUrHUhhKB0G8GmGvu9opG4oDK5u4ZYMg0wTbQ0PMFkml6UqRmn35qa7GCMD+8LcsGdks+/L1+WAdecoTjnCIVI1QvSp82TtpA6+uijEcKrcHj//fdTbrdo0aLGGJfPTkrYTBJ17copFFOCoZPEdTMIjWgUc8n3GIsWYS5ehLloIfKnlYgG3vXGRIBloQEsDQ1kSWggy4ID+MMN/cntn+0lwvqkRUBE6bPmaSZfO547pubz8bcGWsPwXRV/HL+Jvutfwex6Ckm2bdRpSMiIr0JOORPRdR8yx9yCRmB+ehdyyTQi456gNHOQL6bKI0em1IzaW/DFYoGUAkOCkAJpeCIpGDLI7qwRlgWG4eUkSe+52rK8qTnLqlssQaMmercWtHLpnlvGlL8HiDkmCQfCtiISSKDdVpSY79PopC2kJk2a5N1p+Pg0ERlmFGvBk1i7n0kR2RhCkxFbAZuXIbodQkw1orO162KsWI658FuMhd9hLvwOY/myBkea3K7dcAfuwszSXXmrYBeWhgayMtAbJWpGa/deozhjcLxWg1Gf1JQ4AbJ2G8fA2Tdx18h9KT1pBAChjfPIXjIL97C/U5QMkM4FOSTjyAVPQaIUsfIDzHevRQdzkUteB0B8/gDBw+8k2QKu5U1GRZRICiqjRZVJ29WahxumFxE1DLTh5SXZpsnFF0c4+x8mCVeS1JKkMlAIXBcuO15j94jhVvNFajSxJC1KExYlZYKgDaGAS9CIN3sz3u1BKY0tY3TsWGUK2RzdtIQQGIaXYN+87Yt8wHc2r8XO4GzeGskwolgf/QOx9E3I64d74mOI6EbklAmQjKIOv41o91HEt0NMZWQEobCA+GefY377jfdv4XeIsvSr5rRh4PbrjztoF5xBu+AO3AV34EB0RibCsLjxiQAz5qZ+/lWnKU47dOcTUjvsKi8gJ+giHxtV1WRbGqjffExB3G5QjkymGcX88GbE0uk1luvu++Ee+X8UuZHWFySpnl9UrVoNUbWBkMKLCBmmF3orT8SOZIZACkpKEzWSs5EGWkqvUKFaThLU3J0uFp8vsbngTsn68q5BARt+f5Lmkl+52KLxG/ImdJg7X5A8Mk0QK/daPWh3eOQPik6Z0TbTaqW5mhZLKShLBlm9SfLxt5CXCaP2gpCVwGDnnEps9c7mPj5NhUag8/p714fNyzFePhViReDEwLAgqzsq3cNVa+SqVZgLvsJc8DXWtwsQy5enMQFU/nTDwO0/AGfIrri7DMEZPAS3/4CUvd6EdvjVKIsZc1NPCx06DJx21KSzuciQMZj7cJWIAlAufPRPMg64nBInfR+sYidEzpibPYPNRLmIFgJ97L0UN1CUNSrVhVL59BjlUaLK6jXLQkujvIKNKlFUUcFG9eGX/5Ll7RtX1nMxryfKY5DkoCGKOQ8F2FwsiCegSx6E7ASiCfrwJXWAax6UvDir5kXvk29h1KWSuQ+HCBs7ZhnSnhBCUJIMM+7PkgXLqpabBtxzWYBxB4lGd/5vCkxTUhK3UEoStFwMkWxz1bFpC6nPP/+83vVCCAKBAF27dqVDhw47PDCfnYtSN0hk1zOw0Mg590FJeeTOMFHjHqM0c3Dq/BWlMJYvw5z/Feb8L7G+/gq5cWPa7+326o2z626V/9wBgyCQ/hSPUppBPRS79RV8t6L2nc/RB2iyQm7ri3a0ciIyivn1o8ivvLZTusNgMAOItV8jF07GFIKM/X9PiZuemMowozD7rioRBZ5txdt/IGP0LU3bZ7JcJIlq5f7assvFUnnytWFW/p6yrL8umnDKS7kuIaOM7jnVFzbNe5XEzFoiqoKNhfDiTPjNMQbuThbVTUXMDXDOLTVFFIDjwiV3C/YaYDGoa7JVT4kmdIh3v5Dc/ZJkQwHsu4vBnydYdM1NYtD6RWAFaQupCRMmpJ0jNWjQIK666ioOOeSQ7R6Yz85HXAew+h4Kc+6rWhjIRmf3xnENKpWIVojlP8Pn87C+mEt4wedpWw+ojAzc3XbH2X0PnN2G4uy6G7oR2h0FjDj3Xx7k0TclU2Z7DUtzM+HcoxXjRiosUnSI9UlJEhur58Ew/yl0/i64xz8EgDH9SsSaedBnFAmd3iksYsQwP38AuegVAHS3fSCQjVgxC/HjB5jv3UDm6JsoTjaw56QQldNvAlEz90h6kaQKkYRlos1y4WQYqYVSKyrrbyhSirSb/FbHMCTzFte/zasfSs4caxKQvpACKI0bfLgg9fqbnxL89xoLs5UKkrgKcdH/Gbw1p0pX/LRO8OqHguf+anHoHqp1uefXQ9pC6h//+AfPPvssK1eu5Pjjj6dv376A53j++uuv07dvX0488URWrFjB//73Py6++GIeffRRDjjggCYbvE/7wZSQEVvh5URVp2wTxtRzydrnJmJzF2F9Pgfjiy8wCjan9bpu9x6wz97ovYZRustuuH36No0vk9bYMsrFJ5ice5SFo7zKp4idRPmNSreLhDIgdyjhXz2NyupBkZsBaLKOugtZ+CPRzEEk0mzaG9dBzF3Hw6JX0J2H4h75fygklmkjlr2D3vNs4u5WryUFQsiaSdnS8PKQyqfUdEVekmF4pf2GUZl7BKQWS604StBQpBREkwEKygyW/gydcqFHR03EjqNVuqJHE9zG3HvQBinaz37bEYQQrNpGuu23ywUJx2iVnr2GIZm/VNYQURVoDb++XfLdkzYho22cO9PexdFolC1btjBjxgzy8/NrrJs0aRKnnXYaUkquv/56LrzwQsaNG8fDDz/sCymftIjYDnLqVV4ujGGhDrsHZk1DzpoOq5ZjFJ9FZBuvoRC4Awbi7jWM5F7DcPbcC92hY2XCs7u9Cc8NQTmEqjUmbcT+wjslCWWgMgfjuFRGaYrcCFb2UJINqE5yNJSG+5Nx+mRUMIdilQEIIqP/jnnIVZSFupPUZpXDtpRo06xRyl813QbV52nrjL60I6FUH1IKShJhTruxyjsJoGMOTL4pyC7dY15O2zZwXc3eA738nlQzd789XhGyHJy2cW1tUrTWdNhGIL1bBzBk6zwBxV2Te6ekvqEti8F3KwT7DxKtemqygrSF1FNPPcWpp55aS0QBdOzYkVNOOYUnn3ySM888k06dOnHKKafw3HPPNepgfdovxVGDzH5XYDx+PXpLZ8QDl26zca9C8H1oMHOzhjMnc3++yNiX5/8vk9xwWTON2qc5cNytTqQaT0RVlPVDVSFb9Ryk6mX9CBwpKbE64SLQ0stHKjZNDMusVjKeQiC14em2piTqBPnV9ZL5S2su31AAR14lWfBEkCw7vQTxoJXgpl/b/Onh2hfYPfrDIXv4pf3VyctU9O8uWfZL3euvPl0RtpK0xhoX1xUUbKM4fnNxublrG0guTVtIrVmzhmAwdf5AKBRizZo1lY979OhBPF5/XkhpaSl3330306dPp6ioiAEDBjBp0iTGjBmT7rDQWnPOOecwZ84cJk6cyHXXXZf2c31aFrFlC9Znn2B9+jHWnM8q85wExSmfszq7PzMDB/FZ5gHMy9yXQjOnxvo5izTH7i/bTJm0TxpUJmqXmz5aAa+tSMUUWkUECbzS/ork7Tp8jOJ1nJPVtrrN+tSJELCuoLaIqiCWgMffgCtONlFpGFIaJDn7cMng3iZ/fVTyzXLIy4KLT1RccIImKKO+lq1GxI7z0t8koy+XFG4lSk4brTlg1yZsKr2DhGyXw4Zp5n2fOu96zwG02vFvTdpCqlu3brz++uuceeaZ2FuVgScSCV577bUa7WHWrl1LTk5Ova95ySWXsHDhQq6++mp69OjBq6++yiWXXMJDDz3EqFGj0hrXSy+9xPLl9bSI92k9aI2x7Aesjz7A/vhDjO++3aZruOrQgeT+B5DcbziJfQ/ixqk9+ODr1Nsb0j/TtkmqWwBU2ACYFtg22ip3yba831O6ZVenDUwHtHUMQ/Llkvq3mf215OITJXaaaYmWiDNytyTTbrXReAaTETuJch1fRG2F6yp65sX48r9BXv1AMGOuIDdLM2m8pk9nF1s0QyrDdqJch98ep7l3SpVfWHUO2UuTG2k7NzhpC6mJEyfy97//nVNPPZUzzjiDPn36ALBixQqef/55lixZwvXXX1+5/dtvv80ee+yR8vVmz57NJ598wn333cfhhx8OwAEHHMDPP//MbbfdlpaQWrduHXfeeSe33HILl112Wbp/ik9z4iQxv/wS+4P3sT7+AGPt2no317aNs9cwksMPJDn8QNx+/b0LK15z2ZNGKT74OvVZefiubecuZqeiQiBV9GKrmH4zbbC3sgAoT9jWwruQ1ppiawOh/oaSY5WSUCZlrme7YRuKiJ2kMB5stTkiSmk65dS/TX62xqxWcJsOjqMIGlUiIO189Z0QpVwiZinnHmFwxhgDS2rQTqs9ZqqTHYrx7t1BTrtR8suGquVH7K95+GpNwIi1GfGctpA688wzKSkp4f777+eGG26otELQWmPbNldccQVnnnkm4EWo/vCHP9C7d++Ur/fOO++QmZlZYxpPCMH48eO5/vrr+eGHHxgwYEC9Y7rhhhvYd999OfLII9P9M3yag7IyrE8/9sTTJx8hS+qfDHe7dSd54AiSB40gufc+pGopr5Riz/6aQT1hyc+1158xVhOy20YmqpSisum347htzoCuBuVVbVSvcKso/c8MgWFAKOlNwxlGDb+ker2S2vI+aQA5VgnmGxdhDPkV9DkWB4vM4u+Qb1xCzhlTKSCvVV4YldLsNUATDnrJwXVxxSkaUyT9AGET4zguBm6bEp1auQzqGuWj+wJsKJBsKYFenSAScAgY8Tb19W9QYeQFF1zAaaedxscff8yqVasALxfqoIMOqjGNZ9s2I0eOrPe1li5dyoABA5BblaLvsssuACxZsqReIfX6668zZ84c3nzzzYb8CT5NhCgu9qbs3p+J9dmniERq7xJtGDh77EXy4JEkDjoY1btPZdRpW9hGjP9cHeLxtwST3/f8mjrnwQUnaMbu7WK1cidfIQQxN8APP0umfSKwTRg/UtO9g4ttxFt/sKVcKAlpIG0LbVm4po0O2OUu3NXbjgBZ5RWTdbXK8K+uZFoxzPdvQHz/GuL71wiNeww6DEY+MQacGMbz48ie+DZboq2zB2DISvDEnwKc/jdZq0L1jLGa/t3cVikCfVoHSilCRpRe+dC7g6i8oWxLIgq2o0VMdnY2xxxzzA6/cUFBQeX04NavX7E+FZs3b+aWW27hiiuuoGvXrjs8luoIUdWrpzExTQMMo7IUv11QWIh8bxZyxgzEZ58i6qlL1hkZqJEj0YcehhpxMGRnY7J9PYoyUFx+suD8YySOC5apyc2o+ObV3r+m6UV+WsO+31xscMGdgqWrqpZNfl9w4O6COy42yW7pvIBqU3BUb3ALEAyg7SAFTpjv19ksXmHTrxsM6Q0dstw6tXDFvm+K71T7IAQj/whL3oDi1cip51etMoPo4x9AmxlkZzf8m9Jc+37MPpr5j2nufB6+WCzonAtXn6EZNlCTmyGAne+z94/7lmPrfZ/mPfqOvWfTv0Vq6nNKr2/dLbfcQo8ePTj77LObYlg+9VFS4omn6dMRn3xcv3jq1Bl12GGo0WPQ++0LVsMbDqfCNDR5mW0ojg3EE4J/vkANEVXBp98KpryvOe8YgWiusFRlbzcJlun1ErTtcssA01tX3t8NKXG1ZNFPkmP/ICqb2IJXWTX9nwa79XFp4t6g7ZJkZm+s33yIeHBviFU59Ovz38PpuBdatkJHxWqEA5qB3V3+fZmgNC6wTU1mqI2FFBoJgS4vhqi2TGi09r8Y7ZmU39CJEycihODRRx/FNE0mTpy4zRcTQvDkk0+m9cY5OTl1Rp0KC70TSXaKth0ff/wxb775Jk8++SQlW+XeJBIJioqKCIfDmNtp56p103Tszs4OgetS0hymkI1NPI716ccE3p6O9fGH9U7bud27kzh0DInDRuMO2a3KRTyuIN4yf3tFJKql931pMsT0Opx8K3hiuuD4ERAymmicFTYCUoIdQAfDEAigg8Hy6bjyXCW3/B8aqBLKZU6Ewy4TlGz19dhcBGMuF3z9mCBs1vTw2roTu09tbENhFq9DJGvuI71+EYnIgMoE9IbSEvveBFQCClv3DHuTYBqCrOTPIA3cnH5oDbp0E+aGr0h03JviBjTY9tl+tj7u8/MzmjwqlVJtrFq1CiGq5iwrcqIaiwEDBvD222+jlKqRJ7VkiVdPO2jQoDqft3TpUpRSTJgwoda6F154gRdeeIFHHnnE7/O3oyiF+eU8AtPfwnp/JrI0tame27MXiTGHkzhsDO7AQc0TS22DJJIipWszQEFxuRO6sZ1vsLWFQEXitx3wErtNz6BS2QHPTqB6T7Rt5LGYpuSdz6gloiooLoPZXwuOHy5908QGYBuKzOKFyCdGg5sAwwYrDLEC5NTzCY1/Avocu91iKvX7OmQGoSBm47rKS2mwSnGVaNrmze2UChFlPDYSpIX89QfoUD58ehvy03uwD7mOzH0v88VUOyWlkJo1a1a9j3eUww8/nMmTJzNr1izGjh1buXzq1Kn07ds3ZaL5UUcdxZAhQ2otnzhxIkceeSRnnXVWZcK6T8ORK5YTeOsN7BlvYaxfl3I7t3sPTzyNPQJ3wEBfPKWBbWksC5LJutd3zNlGL7Hy5riVDXLl1hYCFpjlPd/Kq+KqEr+3qoxrYAKwYUg++a7+z/iTbwXjDvKFVEOwiMOK98CJgRVCnTsLHe6A8dgoKF6N+P5/2P2OoqwRZ7FtwyFzy9fIqeeSfc67FJldyRBFmK9MxOg9ksxhF/kX/AZiEkes/w6im0FrxKMjoecIRHmTbLH0Lcz9L2nhUfo0FS02+T5q1CiGDx/OddddR0FBAT169GDq1Kl88cUXPPDAA5XbTZgwgblz57J4sdcavEuXLnTp0qXO1+zcuTPDhw9vlvG3J0RhIfY7Mwi88Rrm94tSbqc6dCAx9kjiRxyFO3iIL54aSNh2OHGEZPL7W+dQeD3GLjgBMsIuSplVokkaXr6S6dkGYBpVfkvpWAg0UsWUUpr+3TSQ+jMf0F37FVoNpNQNIff8DbYQ0PcwijOG4GKSfd5s5Cf/xBl1AwXJxosQSSnINOPIp48EN4Hx2Ciyz52JeONSxPJ3Ecvfxe48lED3w4knG/+zlFKgMFFaYBsuTn0h2jZEzLUR3Q8lfNKzyClnQcm6ShGlu+6Ne+ZrFCS9ptvpYpc37E24VZfpiO1QljTbXFVbe2eHhJTjOMycOZPCwkIOO+wwOnbsmPZzhRA88MAD3HXXXdx9992VLWLuu+8+Ro8evSPD8kkH18WaOwf7jdewP3gfkSJMoiIRkoeNJX7kUTjD9vE8gXy2C6GTXDLeZNVGg+9/ltiWQAZslGVzyN4GRx4ncE0HTMszpSxvf1K91UmtE2gzCZdk0uW00XDDY3WXJksJ4w/xtvNpGMVOiMjQ80kSJOFKQFFodCU86iaKk41baaqUJuoYhE74D/LV87xKwXurIvx66Jk43Q5sdBElBMTcEIt+lDw4VVIWgxNGaI49SJNpR9uFiW7UDRDsfySy696w+ovK5fqE/1BCLlqn/92oiBqCojh3GAnXJMcqxpz7ANZ+v6PQyfTFVCtC6DSdAO+44w7mzJnDlClTAM+Ic+LEicybNw+tNTk5Obz00kv06tWrSQfc1Cil2bRpG90Ut4Ps7BCsW0vJL+sb/bUbgly7hsC0/2G//lrKqTttGCSHH0ji6GNJHHwI1NNjsS3QIsnmFb3hKvKVDMOriDNNEkYm68qCvDU/gDAkxxwAeRkuVitu6QDgYvHW3AC/uaN2RO2xazVH7BPHoKYg95PNW4769n3EjBP87inkjKsql+l+Y3F+9SwFicaf1kvoML++XfLOvJrHTscceP/fio4ZZW0+mplllmGV50TVIKMz7vkfUGh0T0sw2tIhs/Br5FNHAKAmTEd13A1jytmI5e+i+43GGf80BcnMJvgr2j51JZvLJi4nTjsi9eGHH3LQQQdVPp41axaff/45v/nNbxgyZAg33XQTDz/8MDfffHOTDNRnB3CSWB99SOB/r2LN+TRlfztnwEDix55A4oij0Hl5TTIUw5AIIXBd1ebdvL3Ebijve+L9syyvEs7yzCprm1RqpIZu2ZqLenmlTcmk2ybuLg2SHL2f4NsnLR6cKlj8s2BwL81FJ2pyI8laIsqn9WKJBGLpWzWWiQ3fIZNFGEakUSNEpmkweXZtEQWwoQAm3iJ55e8BAk1VrdoMhC0H+9tnEOUiSnfdG/Y8GzH9SihZh/H4oeRc8h2bSrd9ydXChEA2GAFIlCCfPgqZ2xc2ljc2jHRB6zSbF/o0C2kLqbVr19Zo+fLee+/Ro0cPrr76asCrpps2bVrjj9Bnu5Hr1hJ4bSqB115FbtxY5zYqK5vEkUcRP/YE3EG7NFnek8Ik5tjM/QZWb4I9+sOAbpqwFUdtbYncWtiq9QlGeduT8hwlDOnlKQlZf384qDUFp7UmkWh702CGSNAhkuDGc0wSjsQyFaoeLzGf1keOVYz56jmI5e96CzoM8i7SxWu8nKnzZ1NodMF1G0fdF8ds7nkp9Xnli8VQljAItOH89qhjEdjtVMyvHkcbATh7Gq6VgYx0Rr4yAXXs/ZTF0jvPJV0oCg0g6/wPkI8dAomSShGlh55J8vD/o9CJNOWf49NA0hZSyWSysjcYwJw5c2pEqHr27MmGDRvqeqpPc6IU1tzPCLwy2fN8SiFSkvvuT/zE8SQOOdSbcmrKIWHx+RKLax6UVL/mdsyBJ/4UJD8j1rxiqrpNgBRUJFCL8gRvLb1pOF3xz7Q8AVUtXyllBKkthJYaAddxMADla6g2hRAgtYso9uxs9B5noY7+F2LJNC9nKl6EiBcjQp0b9U1Xb6p/k9IY5JYLqYAtiCeqvkeW1ChhtOo8Kq01BW4uOWe/BUKigp0AiPU6gvBVKylzQ0Td9M+zSRdURjcvErXum6r3GXo6sTq6N/i0LGkLqS5dujB//nxOO+00li5dys8//8xll11WuX7Tpk2Ew77/SEshSoqx35hGcMrLGD//VOc2Kj+f+LEnED/+RFSPns02tsIyi6vur92La0MB/PZOyTN/sWt0e290BCAkMmCjA0FPGJXbBWjLqkzqrh6Nq+GxBF6u904iknzaL1pDgcol5+wZyC8eIrnvZRRGbcJ9jiV00tPQcVeKQv3r9TtrKFIodutj8Pn3KdZLyM7wfs+xSjB+fB+712iKnTCWVGSWLYZANoVmjzYgpnIAyCpfFnUDxHWwwflfOVYxxivn1BBRAPLFk8iYMB1dnoDe2JimQXHMJpaUWKYmaLnYMtHm89eamrQ/iWOPPZYHHniAzZs3s3TpUjIyMhg1alTl+kWLFrX5RPO2iPxxBcGXXyDw1huIaN0Jvcl99yf2q5NJjjwETKtZxyekybPviFoiqoLVG2H1Rkm/LqLxhEq5cBJSevlJuXkQCuE6IvXUWyMIJdMQWMRr3HmGzSQxZfsnIp9Wg1KaAplHeL+rKUl654MyN4jueRSOsEm6jTu9H7YS3HCewXF/rDuvZ9xITchKkmOVYL51KWLhFOyR15J9wNUYBT9gPHEYBLLIPm92GxBTtZc19LsfthXmN89VTr3qoWeiD7gU+eThXs7UiyeTecVyGrsmKqmDTJ9r8NdHJT+t8+4rj9xfctclJh0i0dabgtEKSFtIXXjhhaxZs4aZM2eSkZHB7bffTlaWp7uLi4uZNWsW5557blON06c6WmPO/YzgC89hf/ZJnZuozCzixx1PfNxJqF6969ymOUi4ku9/rv/E/MMvMLCb2L6cjIq2J0J603R2wHPyti20HUAHApDphcJVYbTJokoVzsbil8+RfY6m1A2SaZYR+OYJgrufToHM98WUT6tBKU2JqnlTFVWN655egesq9uzncNNvTG54rGZk+uA9NHdNUtgygUAhNnm5QPLD27DWLUCseA+SUdAKEd2MzOyCS/tOtC5LSKzdz8Za8zVoRfLw/6OMiJcz9cwxqLPfoCjayPtAmrw00+Sq+6tH5WH6HMGchYLPHw6RYaXubrGzk7b9QX0opSgtLSUYDGJZzRvxaGxatf1BPE5g+hsEXnwec8XyOjdxBg4idvJpJI44EoKtIHtTWtz6nM20j1OLqYf/oBjaK5peFZ/0Ik3CkN40neW5emOXV8oh2Dri1NQl+IYUZLurMB49GMo2oU54GDXkJOQHNyM/vRs6DMKd8A5bVF7brlTcDnz7g5ajte17F5uyhMX786G4THDInpqO2S5BI4bWnrdgjlGA+ewxNae0zADqnJkUZ+1GwvXydL2m9jW/54axnTdjTUBj7Pts0xMuFYnllgFZIZeiqGz0qGGZE2boeQalKYZ7xamaa8+Iod3WnxTZqu0P6sNxHDIzfU+LpkIUbCHwymSCk19EbtlSa702DBKjDiN+yuk4e+7VuhzHtcM5R1ophVRWGPp31akFRrlowrAgFEQHAuhAEFWXaKpmXNmcaABpgel9geVrFyDn3gdrF3jrrQy0MFpkbD4+rQUhFIaEvl0hntSEgzV98rXWlIlsMg77G/KFX1Ut7z0KJ28wibgnoqQU5IhNaGFS4GahNUSMGEFRRqmRQawBSd2tma0r85IubCppGkPktZtFShEF8PJ7gkt/ZRE2W7+QagnSjg/Onj2be++9t8ayZ599lr333pu99tqLq666imSqJmI+24X8ZRXhf95OzrhjCT/yUC0RpTIziZ59DoWT/0fpLbfj7DWsdYkoAK3pmONw6Um1RUTQhgeu0oSsrVrFGxJhWYisLOjYEdW9J6pnT9z8DriRTFzTQuk6EsJbCKU0hbIz7nmzIauHt7BCRHXdG/eM1yhws1vFWH18WoKkDvDKR0EGT5CMvUJy7B8ku06QXHyPSUx5RUqWoYgUL/JarFRDLHsb87P/I9MsKxdRGzGeHIPx8snkGEWeueiSl5H39Cey/jOCRqKuIfjsAK3tstLaSDsi9eijj5Kfn1/5eNmyZfzjH/+gZ8+e9OjRgzfffJOhQ4f6eVKNgPHDUoJPPY4985067Qvcnr2InX4m8aOPg1ArmL7bBloLuuXDo3+EGZ/DpgIY1AsOGgqlUVBaIKVEGAaEQuiMDFQw5DXfrVAfrTy/yHU1jp2J7HUQ4tuXKpfrIeNJiOBON6Xn41OBYQi+/dHkkrtrX43f+ERwXURy50U2WYFi5H2HeTlRZgD1q6eQs2+Gdd8gP7wVu9OuyH5HI754GjYvQ2xehvHyyQQHHI187wYA5JuXEb7wc2Jlzf1Xtm265GkyQlCSIip1ymGaSCBJA7rc7FSkLaSWL19eo0rvzTffJBAIMHnyZDIyMrjqqquYOnWqL6R2APPrrzwB9cnHda5P7rEnsbMmkjz4EK9muA0ghGDZaoM/PSyIhOCwYdA5D75dDo+9Cbk5Js//I0Qgy0CFI14z3grR0YbER5ZZhvXx7TVEFICcdT3BjC7Q/0RKXd//pSWRUpBjlZJ0odjxoiBhI07IhoJEqFVXg7VlokmbGx5Lfb56fpbgxvMtwlIQPvFR5NTzUOe8Q0nOHoTPOgjz2WPQOb1x+4yhMG6TNey3WMVrkJ8/iPj5M8TPn3kvlNMb95x3KIjZ+NPoDSNsJ7j5t0Eu/3dtsZuXBZPG6zaRH9VSpH01LiwsJDc3t/LxJ598wgEHHEBGhmcAsv/++7Nq1arGH2F7R2vMuXPIvPi3ZF30m1oiSgtB4tDRFD38OMX/eYzkIYe2GREFnqP5M+94X87SKLz+CUz+QLB4tUFWt2w2ZfVgXkkPyM5BVY9AtTIM06DMCbO+JMKm0ggxN4Rpep+DbRlYm7/zEsvxpvPU776unOaT0y4kKMowDD8+3lJ4U0KbMR4fhT3/YTLNMk9ErZiGfHAvstUaDKPtfK/aEo4y+Gpp6vWuCwUlEHVtynoejrpqJcVZuxNPCgrcHJyz3sQ57mEKkt61pigZQY+5BToOqfE6asJbFMnO7aY6VgiBo21KkmG2RCOUuWFMs4maxiuHk0YmeeZ6Rd+u3iIp4cSDNR8/oMi0W0fBQmsl7YhUbm4uq1evBqCkpIRvvvmGK664onK94zi4rh/3SxutsT79mNDj/8X89pvaq02TxFHHEj17Iqp3n+YfXyPhKEFRqScgggFBVo6JCmewUWazscxmy0ZYs0m16jn4pA4w7ROLm58SdMwBx4VoXHLv7yW79Y6TSDrE83YnMPZWxHcv457xP4rJJeu89zGeGI06+h7KdKTVVBTtjGSaUYzXL4WNi5Gz/oqtXcjoipx2EQDGlLPIOvMNtrhNYwGwMyPQdMqBH9em3iZcHqyNujaxmKi8ofJMLmvmF0aMGOKbl2HDoprvM/XXZJ7yMgUiqy0Fs+vEMCQbS0NcdZ/grTleR4UueXDdxBDjRjhN0uDcEnGO2sdhxO42iaTEMDQhy8EUyXYjTpuKtIXUXnvtxQsvvMCAAQP44IMPcF23xlTfypUr6dSpU5MMsl2hNdbHHxJ69GHM7xfVXh0MEh93EtEzzkJ3asQ2DS1EwFQcug/8UmSTCGayQWSxodSioKRq5m6/wbTaaRXDMJj+uUVxmeCRP8DcRV4Z8v67wvQ5kqxIgH6dXEqcEOxxPtaw8yhIRNBaUWh0JufiryiLK6L+BbpFKXZC5Bx9L8bGxZ6Yeu9vVSuzuuOe9CxFyRDQOo/DtkxmMMElJxlcfX/dd0tD+0HErroJ3zoqXf1hyIgTXP4a8o1J3oLsXuju+yIWvoL4+VOMl08h5/RX2RJv2102iuMhRk6SbCysWrZ2M1x6j2DDFoOLjreQTdAk3HFcQkaUULXAV1sXpc1B2kLqsssuY+LEiVx++eUAjB8/ngEDBgDegf/uu+8yfPjwJhlku0BrxKxZZN1+B+ai72qtVpEI8VNOJ3baGeic3DpeoO0hDAMdsDn2+A7c+1U2P280KNrK0+2A3Twvmdb6ZS2OB+iaL3hpFlx5X9VyIeDicbB6o6B7vo0l4p6YcqAiP8N1NZvK2ravWnuhws0797z3kP8eDPEib4WQqN98QqHOb7VivqkwDElZ0kZpCVqTGUzgNGZvmHIcx+WUQxWvzJZ88m1NMZWdAU9dpwjbCdKZ0EgSRPcYDsEcCGThnvcerpmBGemM/PxB9K4nNbrHUnMjDZNH/0cNEVWd256TnHu0Tdj0q+RbC2kLqQEDBvDmm2/y5ZdfkpmZyX777Ve5rqioiHPOOccXUimQy5dhXnYhcu7cWutUZhax084gfuoZ6HbixSVMA4IhdHY2OhTGFgZPXCc49QZqCKmx+2oeuUYTNOKtVkgpLZj8Prz5Wc3lWsMDr8IuvQTDhxh+bmsbIChisHR6lYgC0ArmP0l4rwsopm1HMRpCUgf4fLHJjY9LvlkOXfPh9ycbnDxKEZBljf59DMoynvtriM+/lzzwqqQ0BsceqDj7CMi0Y2mLWMfVFNl9yPr1R2CFKKATKqHJGvlXrF1PIp4/1LuhacOUxk0mz06dr5dIet0g9uwjWm1O6c5Gozibtyeawtk8+4SjarVyUZlZxM6cQOyUUyGS0ajv11LUEFDhSI15dcOQlCQCbCmWbC6GHh0hbDsEmkFE7YjLcFEigz3OFcRSWNMM6A4z/k8RMf32CXXRWty1w0aM0IrXkVPP9xZkdPYMVAt+BECNvon4nr+lxG0/YirVvne1zeNvW/zlkdoX61F7aZ76s0tANlEXAEMSd0yUFoQsF3c7K8EMw8sbqn6OsS2DRLJ15OnuyHEfdYIc/UeL71em3uaduxR79C7zhVQdtFlnc59tUK1tjsrMJHbG2cROPb39CCijXEDlVBNQWyUnuq7y5t5zoHtu1bx7az8PROOkFFHg3Rn6tDGyuuOe9z5IG+PpI2Dj4pYeUbMSdSz++mjdEY/Z8wXfrJAMH9Q07VZcV2GKBAjSmspL/Tq1x9ZaRNSOkhFwOGOMkdIyImhD/271dIPwaXYaJKS++OILHn74Yb7++muKiopqfZBCCBYuXNioA2wPFN9zPzlP/RedlUnxIWPQGe1kCs8wIBhE5+SkFFB10Za+/+GARgiRcsw5GSBFG/qDdlLK3CD0PZ7QKc+ju+1LoeyK1pqcCW8jfniLxMBxlDjtJxqVCsOQfPgF1OHzW8mDUyX7XGMimiCZ2WfbuK7DxCMDPPQ/WLOp9vobz1NeNwj/tNNqSNs45fPPP+ecc87h66+/Zs8990QpxfDhwxk6dChaawYOHMiJJ57YlGNts6ievXDvuBP12wvahYgShoGIRNBduqC6dccNhttteWzQchi7b+q/bdJ4TcT2W1K0BcrcAKU9jqBQdsV1lZeArvMoG3RqpUFne0cI6u2pBlAWA6XadsJ2WyfDjjL7XsXpozUV1lF9u3qJ+WeNdRHaN8dsTaQdkXrooYfo2LEjU6ZMAeCggw7iwgsv5MADD+Sjjz7isssu44Ybbmiygfq0AoRA2DY6NxedkekFnxoooITwIpdtRXjZMsF9l5uMvlzwy4aa6/bZRXPBCQrlO/62GWKuRXWLA6U0UbXzZDi4rmLE0Pq3OfFgTcB0cfzDusVwXUV2oJS7JtnccoGJ44JtNF1lpc+OkXZEasGCBZx88snk5eUhy521K6b2Dj74YE488UT+9a9/Nc0ofVocYZqI7GxUt+6oChHVAKSURN0QP26MMHdpmE1lERIqiGjNTpx4x3heOMpH97k8dLVm9N5w1HB45WbFlJtcgk2UlOvj0xRoDXmZLqP3rvsL3DEHTjhY+xfrVoDWIHWCiFlGdqCMkBn1P5dWStq3YolEgs6dPYNI27YBKC2tqlQaMmQIr732WiMPz6fFkQJhB9H5eahQxBPPDRRRQhosWxfklL9KVlWL6ozcQ/DkdQYRs3VXn3iJ8mWcfLDB8QcYCAGWdHBd1abyvXx8AIJGjMf/FOZP/5G8+J6oTPrebzA88WevHYjfpMLHJ33SFlIdO3Zk7VrP4z8cDpOVlcWSJUs4/PDDAVi7di2mufOEyHcGhGlAZhYqLx+F2O4s8eJ4kDFXSMq26mrw4QLBKX8VvPL3AAGj8VseNDaO42Lggt6xiiOfnQ8hBFJ6vj8tPa2tNQREGf+8yObvv7YoKoNQAMK2S8iM+62MfHwaSNrKZ+jQoXz11VeVj0eMGMGTTz5J9+7dUUrx7LPPssceezTJIH2amYpcqPx8VDhjh6JFhmny5DRqiagKvlgM6wsNeuW3rWo+H590MAxBSSLILxsl3/8EvTrBgB6aiBVHq5ZV45IEGVaCjOyqZfVV8/n4+NRN2kLq5JNP5pVXXiEWixEMBrnyyiuZN28e1157LQAdOnTgmmuuabKB+jQPwpAQyfCiUIa5w+omlpS891X9qXjzFkPfkRLH8c/iPu0Hw5BsKAlx3B8ly1dXLc/LgtduDTKwa6zFxZRP+6Euk1Kf5iFtITVixAhGjBhR+bhnz57MmDGDTz/9FMMw2GeffchsJy1OdlaEZaFzctHZ2Q1OJk+FaWhyMzWQOqk8P6t2o1Ifn7ZOSSLIEVfWzAsE2FwEh18p+eaJIBmW74jvs/0IATE3SHHU4NvlkJMJg3powlYCfIuEZmOHkprC4TBjxoxprLH4tBRCIEIhdH4HVCDQqFNsBg6XnWQz7eO6hVTQhn130X5ehk+7QkrBkh9FLRFVQTQOL78HFxxrkGwnjtw+zYsnosL8+g7Ju/Oqzq8ZIXjs2gAjdhMYvqlqs5C2/YFP+0SYBiInB9W1G67duCIKvDDzLj1dTj607hd++Jpyl14fn3aEYUjmLKp/m4++kSRd/xTss30kVIBJ99QUUQAlUTjtRsmaLXart5dpL/jf4p0YGbDRHTvh5nf0qvKaCFvEuGuSy5SbFQftDv27w8mHauY9ohgzLOm79Pq0O7TWdO9Q/zbdO2pMw4/E+mwfpXGT1z+p+7ytNdz6jMDVVp3rfRoX369gZ0QIRDiM6tARZVnNkp9kiyiH7CbZ768WjhIELIVJ0s+N8mmXOI7i0GFgmZBMcZ9w4Qka17cP99kOhBD8tK7+beYuEsQcg7B/lW9y/IjUToYwDM+hvEtXXNNqVssB11XYMk7YjGHohC+ifNo1ITPOk39W1DW7cu1Zik7Zjm/54bNdaK3J3UZtV4dsMPyG6s2Cr1V3IoRleX3ysnP8Elmf7cIyICjKajT5zbSixFQIP2e6JhKHUXsIFjxu86/Jgm+WC3p20lx5qqZnRwdLxFt6iD5tmA7Ziu4dZa0eoBX8/mRFJJDweyY2A2lHpGKx1u887ZMaEQigO3dBZWU3iYgyTQnSQpoWUvoJju0Ry4Cs6A/YH91MtumV7WdbpQQ+uJHM2HIso2XH1xoxSNIps5Rbzo/z0o0J7r0sTv/OZb6I8tlhIlacF25QBOza68bsozlsb+V78zUTaUekDj74YI499lhOOeUUdt9996Yck09jIgQiEER37oxrWg3uk7ctDENSkggy83PB1A8lkZDmwuNt+ndzCUhffLcXDEOSlVyJfOwQSJRgJkrJP+ZuxBt/QHz9NMaCZ8i6YA4FZi9c1z95V0drQCcJSEA1+lfQZydFKcXAbjEWPB7kwamC974SZEfg0pMU+w9WBGXUnzpuJoROM1Hlt7/9LZ988glKKQYNGsQpp5zCCSecQFZWVlOPsVlRSrNpU0mjv252dgjWraXkl/WN/topqUgq79QZJRs/XCClYHNZmEMvk6zdXHPdMQdoHrrKxRbRRn/fhpKdHQKgsLDlx9JWEQJyzGKMKWcifpztLQzlQnQLALrfaJzxT1PoZNY4efv7vuXw933L0dz7Xhgm0YSBISFoJnfqm5mt931+fkaTz5KkPbX3yCOPMGvWLC677DKi0Sg333wzI0eO5KqrruKzzz5ryjH6bA9SIjIzUV26NomIAog6Ac69tbaIAnjzM8HrnxqYpj/f0x7QGgqcTNyTnkP3HuktrBBRfUbVKaJ8Wi9CCCJWTbPGoIz7dgxtFO06BI04lojv1CKqpWhQ1V7nzp25+OKLefvtt3niiSc4/PDDmTlzJueddx5jx47loYceYt26bdRk+jQ5wjQ9k81OnZvUHyqaMPjsu9Tr73pRUByrYwLfp02iNSgkRDrXXJ7RDY30RVQbQQhBjrGF4Jf3Vua6hYw4kV9mkhVb4ee6+fg0kO22PzjggAP45z//yYcffsjxxx/PqlWr+Ne//sWYMWOYNGkSCxYsaMxx+qSDEOVJ5Z1x8zo0Wr+8VJRtIwVq1QbQvrNuuyHbKsV69w+IhZO9BeWfrfz2ecyZf668KPvURAiBEjZRJ4iD3aLFGEJAjrEF85mjke/diDnrz+SGEoR/ehv58ukYj40kM7Yc0zfG8fFJm+22P9i8eTOvvfYakydP5ocffiAUCnHMMcdg2zavvfYa7733HjfeeCOnnnpqY47XJxWGRIQjqPwOKMOkOcIDmRGQElSKSPKufcAQfpi5LWEYEi28kITQTmUPRNOUmNH1iG+eB7ycKH3qS4gXTkL8OBv5zTOYI67EDGT6lULVcLTNms0Wdzwv+Lbc/uDqMywG93SxRfMXY3inBQMd7oAA5PzHkavnwPqF3gZWGKwQWpRnxvv4+GyTtJPNwTMB+/DDD5k8eTLvvfceyWSSXXfdlVNOOYXjjz+ejIwMAIqLi7n00kv58ccfef/995tq7E1CW0w2F6aBzslD5+Q0eRSqOi42k/5lM/XDuu+wX71FcfCu0Rafs/eTbreNlIIyJ8T8pYKnZkiEgPOOVuzeTxEyYmitCRgOGZvmIT75J86Jj1PkZpFtFGFMPQc98k+U5O5N3K05L9Se970Q3ncg7phowJIuASNRaS/iYvH6ZwEu/Gft78fvxmmuPctpUjGVat97UalijFeqFQ4AZHTGPf8DCo3uLf6dbeu05+O+tdMSyeZpR6T+9a9/8eqrr7Ju3TpCoRDjx4/n1FNPrdMKITMzk3HjxvGnP/2pUQfrUxthGujcfFR2TrM7hZsiwT2XWqze6LUjqByT8Jyb993F9U/IbQAhoMwJc+wfJd+tqFo+ZbZk2EDBq7eECMoy4q4J+fsSGvc0hckQWmsKdCbZv3qWqGPXElHtGSENNpcF+dtjgikfCBwXxu4rue0Ck255cYR2iCZtfnd33SfwB6YKzj3aoHeHhgePpRRe5FDrOqN/CouoY/PpXEEsAXsNjJARqDIA1RriBAkN+VUNIaW77IVr5+Im/O+sj09DSFtIPfjgg+y222787ne/47jjjiMcDte7/W677cakSZN2eIA+qRGGF4lqCREF3gk5ZJTx8t+CrNksmfUlZIQER+6vidhJTBLNPiafhqOw+NsTooaIquCrpYL/e1Hyl7NMtHKIu6YnqMrRGgrioWYcbcsjhGBTaZADLpIUVUsLe+dzwXtfCt77V4Dde8P/5oBbj9v7g/8T3HmBiZOm9XSFZ9u3Pwi+XAJ9usDIPSBkxSsbfyd1gBffs/jzI4JEZVGe4LTRFndebGCLMkJGnNDKt5Fv/b7m3/XDDMx3/0D26FspdCIN2CM+Pjs3aQupV199lSFDhqT9wgMHDmTgwIHbNSifbeOJqFyv5UsLtnvRWhOQUfp2FFx4bOq7ZJ/WS2nC4tl3Uoe+H3tTcMUpNmHT7zUB4GqL6/8raoioChwXLr5L8ubtFuvqsAWpzoYCgaPSm3IwDMnqghBHXCVrvG7AhpduDLD/LmBKxdzvTa5+oPZrvjhL0CFb8tdzLMJGCXLqud6KjM6oiW8j3rzMy3Wb/wTm4OMJ9DiCeMIvw2xKDENiml61ayLhf7faMmnXZtx66618+umnKdd/9tlnTJw4sVEG5VM/wpDo7Bx0Xl6r6ZmntSaZdH0R1QZJONWjF7UpjULS9asvK4g5JlM/Sr0/vl0OpXHJiG00gBi9t8aU6X1fShJBjtxKRAHEE/Cr6yWF0QClCZu/Ppb6lP7fNwQlMYsSJ4A66w3I6uHlRAUHeP5gfUahDvkziW4jfBHVhBiGJOqGmTk/xBUPBLnjxSAbSiIktW8V01ZJW0jNnTuXjRs3ply/efNmPv/880YZlE9qhCEhOwedn99qRJRP2yZoaTLrmanPzwbLN2qsRFP/lB3l6/t3U/TvXvf6zDCceLDGcbbd6VlKweKfRJ3GtxXv9dibAoTB1z+kfp14AkrKBHHXoiR/H9SkBRQa3XEc1zNbPfkFEvteVqMhtU/jYhiC9cUhDrzY4PS/SZ54S3Dbs4Kh50run2qR1MGWHqLPdtBobiFFRUXYtq+om5IKEaXyfBHl03hEAgkmjU99PF1+iiIz4Oe7VWAZioPqiTZ17wiRoCJsxXjrTsXQfjXX9+gIs+5RZNrpVewZhuTrZfVv89USgdKQV96xq3cXuOB4uHgc7Du4artgwPsZdy02lZqVxSBaw5ZExBdRTUxpIsjJ19fdDeK2ZyWLVxl+0/c2SL05Ut9//z3ff/995eN58+bh1nErVlBQwPPPP0///v0bf4Q+wFYiytdQPo2Idh1+N06x8EfJax/XPImfepjmnCMVruvncFQQNOLc+TuDkZfIOj3Ubr3AE56Oo8kJljHt1gCbSwxWrIau+dA1X5Fhp9/KQylN3671b9O3qyYrlOTyky16d5GYBkz9EGIJOOtwuPk38N/XIWhtOwLm03RsLpEsWpl6/e3PCh7/o4Up/BuXtkS9PlL33Xcf9913n7ehEPVWhkUiEe6++24OOeSQxh9lM9IqfaQMicjK9sw2fRHVYHxPl/RIqCCbSwze/AykgGMOgJyIiy233+uove57F5NvVwb43V2SZb94y7rkwW0XacYMS1ZaDVRHSu8cuj0FtlE3zO7nGpSm2I1fParollNKTGVwzj8E739Vc33PTvDOXZr8SJlvSdIM1HXcSymYsyTM8demngjq1w3evStJ2Gx+s9b2QqvzkRo/fjz7778/WmvOOeccLrzwQkaMGFFjGyEE4XCYAQMGEAgEmnSwOyW+iPJpJmwZo2s2XHis5wflOK7fPy8FBg779FfMvCtAadyLTGWEdHmkqe6oz45Mx4fMOFNvCXLsH2WtwoDbL1J0yEoipcFL72re/6r2RePn9TDpbnjiWqtOkefT9Cil6d6x/m0GdNfYpi902xr1Cqnu3bvTvbuXLXnrrbey77770rNnz2YZmA9e77xIhi+ifJoNrSGZ9Kd/0sFxFEEjSrBaWtG2ktC3G+2ye+843z0Z4LmZMHehpE9XzYXHa3IzklgiQUkixN0vp452zPxCEE2aWLYvpFqKvAzFrn0kC3+se/21Z2lsmUzZdsundZK2j9T48eMb/c1LS0u5++67mT59OkVFRQwYMIBJkyYxZsyYep/38ssvM3PmTBYvXsymTZvo0qULhxxyCL/73e/Iy8tr9HG2FCIcRnXstFOJKMMwKUnYFEcFpoRw0Msn2RFbBb9vsk97QGiHTNth0vEGFx4rMaXGdZ1qUUPB6tSF1YDXaDzLrwlqMcJWjMk3hRl7haz1WV03UTGwu+MXErVBUuZITZ06FYATTzwRIUTl420xbty4tN/8vPPOY+HChVx99dX06NGDV199lWnTpvHQQw8xatSolM8bOXIkw4cPZ9SoUXTu3JkffviB+++/n0AgwNSpU8nKykp7DFvTWnKkRCCA6trNa0C8k5DUQaZ+bPK3xwUbC71lQ3rDf65WDOwaR9CwhOeEClIUNfj0O0HQhgN21YTtJIbvuN5sNEaOlGlKSuIByuJetCUUqEjm9iNn1Ym5QY68xmLxT3WvNw34/hlFhlWHk6hPo1LfcV/hUP/lEsHbnws65WrOGAOZIS+y6LNjtESOVEohNXjwYIQQfP3119i2Xfm4voRzIQSLFi1K641nz57NBRdcwH333cfhhx8OeKaOZ555JgUFBbz11lspn7tp0yby8/NrLJs7dy4TJkzgL3/5CxMmTEhrDHXRGoSUsCx05y64gfblKSJEzb5i1Y8naZg8/16Q3/+79gFvGvD5w4puOWVpt8JJ6DCX3FOzCs0w4C8TFb85xsVqwmaxPlXsqJBysfhupc0l90iW/Owt69cN7r5Usc+ApF/dVA3TlLw1L8SEm+ue3jvrcM2dFyWQ2t9nTU06x71hSAxDAppEwr8paCxaVbL5U089BVDpDVXxuLF45513yMzMrDGNJ4Rg/PjxXH/99fzwww8MGDCgzuduLaIAhg4dCsDatWsbdZzNjTANz7E8GPSc/9oJOVYJUrsUqByU0tiGItOKEU1KytwgJXGbGx6r+2B3XLj+UcF/rrTSiiZpYXHL07VL+V0X/va4ZLc+MHpP6buwt3IMQ7L4Z5sjr5Y1BPjy1XDinySv325xwC6O/zmW4ziKQ/d0+f3Jgn9NrnnsH7yH5h8XKAwS7em00qZxXeVXULYTUgqp/fffv97HO8rSpUsZMGAAUta8e9pll10AWLJkSUohVRefffYZQNvu72dIdFYOKjO7RZoQNxU5VgnmG79DbFxIzoR3KLNyiRQtRD4xhtAx90K/E1hbFKGgnkDgjLmChGsSMrYtpMoSFk+8lfoO5G9PSPa/zSZo+FGp1kxZwubK+2XKysGr7pfMuDNA0Ghf1go7giViXH2azcXjLKbPFZTFYew+ms45LkEZ86swUyCEQBoGSgtMqfyCC58G0WIJOAUFBfTp06fW8uzs7Mr1DXmtm2++mT59+nDMMcfs0LiEqAoNNiamaYBhkJGRYrpOCMjMhM6d21V2tERhLH0H8f1UAIynDydj9E2IV84BJ4Z84xLCVx1HMFD/3xywvAhFOp/N+l8k8Xr01ncrQEizST5nn5qYpmelsD37evUmgy8Wp16/+CeIuwad8/zPcWs6oJg0vsLGQgEC8PdTXRSUSJavFTz4KhSUCI4boTlqf+iUs/1iakeOe58dY+t93xyX05RCanv75u23335pbyvq+QvrW1edaDTKpEmTKCws5JlnnmmbbWqEgIwIdOrUrkQUgEIieo9Cjv0H4t0/w8YliJdO81aaQfR5s3DMLCJBTe8ugpUpZmbPPFyTHU4vDB7ahp1Zh2yQjdYcyaepSOer4HfT8NkRtpRIrrxP8MLMqgNp2ieCDtkw+16Dfl39yJTPtkkppCZMmJC2mAEvUbwhyeY5OTl1Rp0KC71yrYrIVH3EYjEuvvhiFi5cyKOPPsrgwYO3+ZxtoXXTuDBnZ4fAdSkp2Wo6SQhEOIIK56CKW4+/ixCQYxYjVJIC7fX2CxoOEVlMTAUpdRtyp2WTPewCrF/mIhZNrVyqxj1GadbuxIodQqbmwauCHPfH2m038rPhD2doomVlpPPJBM0AI/ew+XBB3esv+ZUiaMQpLPTbnjQ1O5JsbskAhw2zeK8Og0nwesgFDIfCQn+Kti7aq6t8Y2GaktlfhWqIqAo2FsKpNwjeuF0T3A5nf3/ftxx1JZs3dXwipZC69dZbm/SNBwwYwNtvv41Sqkae1JIlSwAYNGhQvc+Px+P87ne/Y/78+Tz88MPsvffeTTrepkKEQqhOnVC0nlvrChFlTD4DUbSKnHNmErNzCW34Avn00QSPugt2OS1tMWUbCrNgKeKHGTWWy/dvJDxhBAmZh+O47Nk3zsf3B/jTw4L3vxIEbDhjjObPEzRZgWjaJnUBI8HD15gc+nvJuq2ag+43WHPeMRrX8UVUaydgJLjrEpMDLha1pmpNA/79e0XISjSdCaZPu6Y0bnPnC6lD09+tgJKoQTDSjIPyaZOkFFJNYcBZncMPP5zJkycza9Ysxo4dW7l86tSp9O3bt95E80Qiwe9+9zvmzZvHQw891OiJ8M2FCAQ8w01ptPRQamCbIFd9glj5AQDGk2MIjbga+eZloBzkzL8Q3P1UylT9dhgAltRkli5GPjEaklFvOm/AkYjv/wcbl2A8fTg5E2eyRWdjaIf+nV2e/rNNUhkIIGgmkTTM6VcpTX4kymcPhnjtY8GU2YKABReeqNh3F+Un3bYRlNJ0zYkx56Eg1/5HMGOuQGsYvbfmjos13XPTb/zr47M1rhas2lD/NpsKoWMG/vnCp15aLNl81KhRDB8+nOuuu46CggJ69OjB1KlT+eKLL3jggQcqt5swYQJz585l8eKqrNPLLruMjz76iEmTJhEOh5k/f37lury8PHr16tWcf8p2ISwT3aEDyrRaeii1iCfB7H4IwaPuRk6/ArYsR77+O29lIAv3/A8oSobTqixUQqJD+RDKB70Rde4snNxBmN33R868Dt1hMEoYlScqpTSWiGNVaEu9fS4QSilCRilnjTY4Y2wAKUEnY7iu8k+KbQnt0i2njP9eYxN3vIPCNlwCRsJ3gPbZISxDMbgXrN+SepvOeb6I8tk2KQ05V69eDUC3bt1qPN4WFdunQ0lJCXfddRczZsyo0SKmeoSqLiFVYZFQF+PHj+e2225Lewxb0yyGnIaE3HxUTk6r/pJmB5NY/zsXsXha5TJ1xlRKuo8lnkg/EmAYgmy1DlG2keKMwSRcSYYZJfDLB7g9RlCQzGiK4Vfi5yu0HI2x74UAJSyiCRMQBK0kBslW/d1pDfjHff1IKfj6xzCHX1n39N6hwzRP/TmJvR1Nnv1933K0OmdzKSXz58+v4Wy+LdJNNm+tNLmQWr0BkZmJ6tS5VffQCxoOkU3zkM8cA6paPlFuP9xzZlJAhwZFBAxDIFEk3apjKGAJ4smm3wn+Sa3l2NF9L6VkSzTE7c95U7RKwYkHa66boMkLx9DaT5BKhX/cb5ukDvDU2yZ/+W9Nv7Ld+8FrtyoiZvrdFKrj7/uWo1U5m0+aNAkhBKZp1njss2OIQBDVoWOrFlG2oYkUfF0logJZ6MHjEF8/BVuWYzw5hpzzP2CLzko7KuC6GnerhPrmEFE+bRchBBtLQxxwkaSoWnu4Z94WvPKB4OMHgnTPKfOn+Hy2G0vEOfcIzSmHWcyYK9hSrDlsGPTqpAiZMf/Y8kmLlELq0ksvrfexT/oIUd5nDuHlRYnWbWLkaInO7g1ZPSC6GffXH+JEemB1HYacfgWqz6G4GP7Uik+TktQWf3hQ1BBRFZTF4Pf/EjxznY0tW8Y2pLKZcsKz7IgEFRl2ArcVlBEahiCW9CJ4pmn4DZ7rwRAJsuwEZxwqEULgugqldIMKXJpsbIYk5pi4ShC03JqzAz6thhZLNt8ZEMLryL652OCd+YLOoVwG9g9iE0fSer8QSmkKZEdyzp0FiWKKA31JxiGy65kEO++G02EohUm/JripMU2D4rgNCASKjEBip+orF0+avPlZ6ij4B18LYkkTO9D8Qkph8s3KABffJfl+pbesR0fJnb+THLx7EquFmil755wQ3yyTPPyaJJaAk0YFOWI/TYYd86sc66G1fbfiKsQX30v+PUWypRhG7aX53ThNTigOuvVeP3ZGUuZIpWLBggW88847/Pyz14q9Z8+ejB07lj333LNJBtjcNFaOlBAQdSOcfbPgowUC04CMEEQT8OCVmiP2TWCm0YC3JZFSIAU4btUhYluSRLJ1nXC2RVvMV0jqEG/MMfjn84Kf1sOgnnDdBMXBu7tYou0YUO7Ivi+Khxl0Vv3WIAufVuSF6ghZNSFSCpavDzNikqzTw+r5GxRj94rViEyZpknClViGQrlOk0VzEzrMmTdJPlpQU4B2zYf3/6XIDftToc3Bjp5zEjrEBf80mD6n5ucYsGHGnYpde8ZQyo8y1kWrSjbfGtd1uf7663n11VdrJd8JIRg3bhw333wzhtG6PJEaSmMJqaQO8Nt/WrW+CBV89pCiXyf/pNYctDUhFVdBfv9vk6kf1T52Lj1J84fTk1jbUUnUEuzIvo+5QY75o8XCH+te37sLvP8vh1AzNy1OqABn32Lxwdd1f7d7doIP7vXGpYVJUSzAE28Jvlwi6NtVc9GJmg6ZScxGjloZpsEjbwb588N1pw6M2kvz9HXbV4Xm0zB25Lg3TcnbX4Y48+91f45d8uDTB11CRtkOjbG90hJCKu1knQcffJBXXnmFMWPG8MILLzBv3jzmzZvH888/z+jRo5k6dSoPPvhgU461TVEaN1OKKICbnhQkVOvzkPJpWYQQrNpg1CmiAO6dIiiO7hwz8hmBBHdcnDr6+Y8LFJmB5o/qJpWRUkQB/LweSmMSLUzmLQ2w20TJrc8IZsyFh/4n2Ot8yfPv2Ti6cfuClsRsdUvgLAAAMIFJREFU/j059Sl99nxBLLFzHDttmdKExd0vpf4c126GtZtFe2vL2qZJW0hNmTKFESNGcN9997HXXnuRkZFBRkYGw4YN4/777+eAAw5gypQpTTnWNoMQ8Ms2HHO/XCJIOG07eufT+JimwSOv13+GnPoRWFb7P3YcR7FXvyTPXK/omFO1PC8L/nO15pChToskUQtgW4F3Q0I0GeCUv0rqGuI1Dwg2l1iNezEUgrWb69+kzA9GtXpcJdhUVP82W4rxq+hbEWkLqU2bNjF69OiU68eOHcumTZsaZVBtHa0hN7P+bTrngRT+tJ5PTTSC0lj9J8jiKDvN3agpEhy5d4w5D7nMf0zx1WOKLx5xGT8i1mLTmwHT4fiDUn93d+0DWWGXj7+BWD0Bs/9MExhG40WIBIohvVOvt0zICPnnnNZO0FLsP7j+z6lvV/y0kFZE2kKqT58+bNiQOsyyfv16+vTp0xhjahfkZir6dk29/spTvSosH58aaJdfHVJ/Mv/R+7d8hZFhSCzLwDCa3srDdV3CZhldskrpmlVKyChDuS1XtWSKJLf8VhOpo2e3YcD9VygiAYcVa+t/nR/XCJKq8RRxRiDBX89NfVycdbgmbPvVXq0dgwTXnq2RKb5ah++niQT9z7E1kfZZ8MILL+S5557j+++/r7Vu4cKFPP/881x00UWNOri2TIYd58UbVZ0n26OHaw7dS7X4xdCn9eE4igN20/TqXPf6vQZqendWLXc3KgzKnDCzvg7x76lB3lsQoswJI1pZ4+2mRGtNh4wYc/+jGD9SV07zHTpM88kDil26x0kkXIYNrP919h2ssI3GOwc4jlfVee1ZqlbEcuy+mr+dr5Dav3nbUaRs2vwkraFjVoLJf1dkhmuuO3SY5pFrNIEW8k7zqZuUVXv33XdfrWWzZs1i8eLFjBgxgn79+iGE4IcffuCTTz5hl112YcyYMUyaNKnJB92UNGaLGCENiuNBnpwO786TZEXgspMUu/dVBGTbqCBrD7S1qj3DEBREw/zmDsHs+d4ZWwg4/iDNv36vCRvb17Zih5EGS1cHOeYPkuJqBUNZEXjzDsXArjH0ViXZbW3fNwQhBI62iDsmmtrNlKNumOEXGXU2xbVM+O4pRZbd+NYNjrYpS1i8P19QFodRe2ryMl2CRsw30d1OhIC4G6Q4ZrD4Jy9Pr1dnTcSK1zrmoXGOey0Mok6ApT8LNhfDbn0hJ+wS8D/HemlV9geDBw9u+IsJ4ffaqwPDNFEigGloVDKK6/rfguakLV7MpRTEHJto0qQ0BpkhCFlJLJlosZNomRNh93MlZXXYWEVC8M0TirBRUxi0xX3fWBiG5JctIY68WrKuWhJ4OAiv3qzYs1+8SZ2qc3Kq9r1/4d1+KjwBz79dMOuLqgtyXhY8e71ir35xxFYGmY153FdEwPzrRnq0ql57M2fObNI3/v/27js8qjJt/Pj3nCnJpBEpoYQmxNCLSwiIGFRAFNg3oPhKLwsLrKAo4k9F11XXVVABKQoEECPKK0hHWTCBFWGRoIh0BBLpLUAKSSaZcs7vj5iRIYVJmJDC/bmuXBc59Zmbk5l7nnoncTocVKmSO9VBWrb8MYib0zQds5qD2SeHKj5/bC+rD0Sj0cDGHUqBSRRAphU274a+nVRpsv6d06kRepeVnXN9OXRSYe9xaFQHIpvq+JlyoJQnVMx7ViSJujU5Tt98SRTA1XT488sqexf7UN2/9CZZlU7l5V+hiVRoaOjtLIcQohwzGBQSblLZvOuwQr8HJJG6ntOpYTFk0T5MoWMTFU3Tc5dpkc/GCuNatiFfEpXH4YTpyxX+9RcT6PbbXDJRXpTv1XOFEOWCpumE1y360z+8ri7fnguhaTp2u1PWuqtgVFXh11NFH7Njv4LVducMthD5FWsSE4fDQXx8PHv37iU9PR3thuWxFUXhnXfe8WoBhRBlz2538uSD8PdFoBWQCxgM0OeB3OOEqCx0PbcvVFGqBoHRUL6/QFQxZaKgk2oPAMBkgCCLRroV7E6pT7lVHidSqampDB06lGPHjqHrOoqiuEYO5f1bEqnyQ1Fy/1+khkB4i79PDrGTfRj6L9WtP4iqwuevafibZUi2qFx0XadBTZ2qQbl9ogry3JMavkZ7gQtYlwdVTJkY419CsWUQ3HMOmXoAgdZE1AWPEjhwLdf8m0oydYs8jt6HH35IUlISb7/9NnFxcei6zqJFi9iwYQO9evWiVatWJCQklGZZhQdUgwGr048j5/zZfsiP5Ax/bJqvLCdwh1MUUAwm7LoZxWAs0Tw4Bhw83NbGwc80JvXX6d0J/t9AnYOxGlGtbKjkH4GWm9B74QUIUUb8jDks/buGsYDWu0c76HRoppXbJluLScd0+CvUvZ+hHF6FccN4gq4dxPBJFGRcxBD7CEG+5bPsFUmh0x/c6KGHHuL+++/n7bffJiUlhfvuu4/Fixdz3333ATBkyBAaNWrEm2++WaoFLm2lMf0B3J5h4Lpi5OApH/q/oXI57Y/tUW10Yl8tw/mHytidPAQfcucVupRmYs4qhWNnFJo11BnfV6dqoB0jJZug0Wg04tAUjKqOw5E/gbLrPqRbjcT/lJtFdW2nU8XPUWbLutyJ7vTn3pt0xcjVTB+mLVP44YDCXYG5NVEdm2uYlfzxLU+xDzZlYPx6NMqvX7vvUI1oQ/5NRtV25Dgrz2LW5Wr6gxslJyfTqlWr3JOMuafZbH+8CXft2pVFixZV+ESqIkuz+vDYiyr2Gz7Xvt+rMPifsPTvPviohYxfF5WSQzezfKuZiXP+eCPZtk9hwXqFRS+Z6RGhY6D4o43ykqeCBujZsfByjIEv4q5/81IY0M3Ee2NVTJT9h4sQxaHoDqr7O3hnpAmrzYDRoP/enFf+a3NS7QHc9T8LMX7RE8797Nqu/e9yMqpFkOOQjvK3yuOmveDgYKzW3DdAf39/jEYj58+fd+03mUykp99kyWpRahSDkTmrlXxJVJ7/7ldIzZQ/mDtNutXklkTl0XUY9Z5Cls3s1fupBiOxm9Qbkqhc/xev8MkGFdWLC/UKcbvoOqDZsRhzF8yuCEkU5HYsVzLOw5VjbtuVvUuwFFCbJoqvWIsWHz9+PPckVaV58+asXr0am82G1WplzZo11KtXr9QKKopmtRnYvq/o6ssDv+XOByQqB4NBoZolBz/DH7WMAUYrVX2yUFUFs9nIkm8L///WNFi/Q8Fk8l6CnZFjZsbywt9WZq5QycjxbvImbk1prx0nyo7RoBOYnZjbJyrnGqhGqNEMAOXwaowbxhFs8n5XljuNx4nU/fffz6ZNm1zNecOHD2fv3r1ERkbSqVMnDhw4wLBhw0qtoKJoRoNOtZsM060WJLMcVxYGg0IV7RLq3HuxJK3Hz5BNgNGKz75PMCyOIli5iqIonLhQ9CfkyQt4dSCC3aFwJa3w/VfTIccun9plTVEUcnQ/LmUEsOOIP4mXAshy+mMsqEe1qLAUXUOxZYLT5uoT5RixFb1J79wDslOQ2WFvncd17GPHjmXkyJGYzbnfJnv27InRaGTdunWoqsqjjz5Kz549S62gomg+BgcT+pnYvLvg3DjIH5rUkwkTK4sgUzaG/xsE6WdQ147E0nsuZF1G3fJ3AAwbxmHps4QHWvnwf/GFJy73tdS92kRhMur4miG7kD7sPmYwm+QZLEuqqnDN5s+gfyrsPPjH9tAaCl+9ZeGe2tk4CxhAICoeu2bgWlBLAodtBoc1t2N5tpHg3jEYa8/D0W4MaY7Asi5mhefxqL07RUUetWfTLTwz08Da7e4fnAYDrHpbo0N4NujldLKTUlSeRtB4i8GgUkW7iGFxF0g/476zejjOIXGk6lXJsPnReoRKRgEvvWoQ7F7gxGLI8lq5dNXEa5/4sOjrgpO3ET113h2VA5osp1HaCnvurU5/oier7EvMf46/BX75RCdQmntuSXl7zzEZnCi6hk0zubb5mxxkOYyVrpWiLEbtlXgWruzsbLKzZQRYeWJWrMx61snqf2k80BqaNYDhj+nsWaTRPjznjkyiKiunUyNNrYn21x2gXtcc4xOINuI7UvWqaJqOvzmbuBka1aq4n1+rKmyeoeFv8u7fsKLZ+ftQnWYN8u9r2gBeH6ajyJpkZUZRFM5fVQpMoiB38enPNoLZR/qxVSZ2p8EtiQLItFe+JKqsFGv4zJUrV5g9ezbx8fFcuXIFgGrVqtGtWzfGjx9P9erVS6WQwnM+qpXOzVUi/m7C4VTwNTtRdbv8wVRCFiUTfvkctOsS5JxrcPTf+Db6M1n4omtO6tfQ2DJT4UCiwm/n4Z560KyBTo0gZ75lnrzBz5jFv9+38OMRhU//nftdbdijGpHNdPyM1gKXmBG3h9lsYMf+oo/Ztk9hdG8DJunKJoRHPE6kTp8+zcCBA0lOTubuu++mbdu26LpOUlISX375JZs3b2bp0qUycq8ccDo1TEoOJiMgC81XSgGGLHz2foK6eXLuhuCG4MiGjAu5faaiF8LdfybVcRcvxxhYGq9QLwRqVoVzl+HcZYVxfY28PNDHbZJMxWAkM8cEOgT42tGcxe8ro2k6vmoWD7ZS6RbhCzo4bNk4nZokUWVM1/V8tZM3uisAjEYdpAJbCI94nEhNnTqV1NRU5syZQ7du3dz2xcXFMXHiRKZOncqcOXO8XkghRBF+7xOF5nDrM6UoChdSc5MogNOXcn/yfLRaYWwfIzX8c1BVlWs2Cx99pbByq4ICPPWwyuj/8SHIx1qiDulOp0bA7x3L06ySQd2M0WggI8eIriv4+zhKlMTejM3mpHNrMJvAVkgL69/66JgUewEL/gghCuJxIvXDDz8waNCgfEkUQPfu3RkwYAArV670auGEEAXLcPqhtBmJ2a8aetijpOpVUVSFKiO2opzdSXa97jiMASzeUHT7zIrvYEJfIxfSfLj/aZWUa3/sm7pU5ZMNsP0jC8G+d+byQreDqipkOSx8/Z3KJxsUbA6Ivt/AX3qVPIktiq/RwewJRsZ8kP/Z6Pegzj31dBwOqY4SwlMeJ1KKotCgQQE9SH/XsGFDWRhXiNvomsOCJfxJcpym36e10Ekz1MRU/zGyHUbMBki/yYC89EyFHIeJ5+cobklUnuRUmByjMPsZE2oJ1+XzBtVgJCPHCCj4+9jRS6G2pqxkOfzoPlHl2HWDLw8kqXy0GrbNsVAzKMur05aYlGwe6+DHfz9WmfZlbsfz2tXg6cd17muuYzFkSZ9KIYrB41F77du3JyEhodD9u3btIjIy0iuFqkwUJbfKPitHwe5USn0YprizWO1Gtw9Zp1Mj22F0/fvxB4r+ROzVUScjR+XbXYU/l2u2K1jtZbOsi6qqZDn9mbHKh24TTTz8nJH3l/mS6fBHVUs86LjcUAxGZq5Q3JKoPKkZMPp9lWyHj9fva1ayaBqaxYxnnPz7fY3PXtN45N4cfNVMqXkUopg8fieaPHky+/btY8qUKa4Re5A7ku/dd99l3759TJ48uVQKWVH5GjWqWmz8fESn/xsGnp6h4qNlEmzMkCUZRKlzOjXahes0qFXw/qYNIKyuhsNR9Iz3TmfBixOXNkWB1GwLHceqvLtEJekcnLgAH3ypEPFXleQMS4X/YpJlM7OwkDm3AH44mLv8U2mw2zV8lCwCzZlY1EzsdpmWQoiSKPRrZteuXfNts1qtxMbGEhsbS1BQ7nokeQsVBwcHM3z4cOLj40upqBWLr0nDcuUX1C8eo03PlbSo9yCDu6Tjs24IBkcGVZ5aSZojQKrQRanyM1mJn+7HX6aobNv3x/ZH2uvMm6TjZ8xG130JraFyNrngazSqA2bj7X9QnbqZ1xYoXErJvy/lGjw/R2HRi2a3UYfepKoKBoOKpnl39vfr6cC1mzS/5tgB31K5vRDCCwpNpOrUqXM7y1Hp+PuA+tX/gt1K9fV/5tVusQT+HIvpRBwA+s+L8I8YT0aOrG0lSo+m6VTxzeKL13zIshvIyMpdLshicmBWbWiaTqCPjTeGG/jr+wXXjPxzlEagj43bvWqI1WFk1feF19bE/aiQbTdg8vLckaqqkmn35cBxhf1J0LgOtG+q42fOcZ+zyxv3QqN1Y0OhE2QGWCDAIt+2hCjPCk2klixZcjvLUekkXfYnIHoLtVZ1huxUqn472LUvu+kADlUdQ40sf3wNMju8KF2apmNWszH7QPB13W3yakMdDiePRjp4d4yBtz5Vsf5eweNvgbdH6US1cpTJKC6HM/enMLoOdqd3m/ZUVeX0VQs9XlC5fN3iy/4WWPeuLy3q5YCem1EaDCpZdjPZdgOaBhazRoBPDo5itIP6m238c5SB6FcK7mUx/gkdf7MNXWaPEKLcqvi9NcshRYEzySrDFjTjSt+N7jtrteZkxByeeKcGml6x+3eIysOkZDOiRw4HYp18P1tj+0ca+xc7GfBQdqk1nd2M2ajTOLTw/bWr5SYv3pRh96X7RPckCnKXTun5/1QybLmZqI6RY+ct9H3NRJNBKs2GqHSbaGTHYQsO3fMqMqdTo12YgxnP5C72nEdV4a9/1nk62omuVZ4RikJURsUeinPq1Ck2b97M6dOnAahXrx5du3alfv36Xi9cRaXrEBoCU4YkE/TD3913XjpItWsJPP94FGZD2YyEEqJAmgN/o4Mmv7fq6zpQhjUhgT423h6lMuDNgr/vvT5cJ8Bsw+mlyjKDQWXPYYWr6QXvz7HBV/+BsX82knTBh6hnVLcas+Nn4X9eUVn9LxMPtHB6XItnVHLo38VJdGcffj2V2yeqxd1gMdkxluGUE3lcs90rCj4GB0bFLiP7hLhOsT7JP/zwQxYsWIDzhneu999/nzFjxjBhwgSvFq4iaxCQjPrtEIy/94nS6j+Aemk/ZKdSff2f+Vv/r8kxRmJ1mm5yJSFur/LyGelwOOnc0sGMZ0y8ukAh6/dWcF8zTB6i0bujM9970a0wGBR+Olr0MbsOq4x4zMSLc5VCmx2fn63y3Uwzvgarx/dWcOBncNCucW4ttTfnjSopg0HlWk7ubPexGxWsNujWTuXNv5ioWSUHRZeaMiGgGInUihUrmDdvHvfeey8jR44kPDwcgGPHjrFo0SLmzZtH3bp1eeKJJ0qtsBWLjlqtEfyW2yfqQPPZ1PW9kNtnSrOjBobg0KVGSoiimJQcBjzoJPp+M2eSFTQd6ofoWEx2FN27w/U1TadR7aKPaVhbR9MVtvxceLP8iQuQmaPi61eyMpQX12wWHnjGfTTn2u0K3/ygsGmaD20aasXqDyZEZaXoHtbRPv7445hMJr744guMRvcEwOFwMGjQIOx2O6tWrSqVgt4umqZz5UqGV65VxZSFMWkjGfUeY/HWGtwTqvFIw8MoThvX/MK83lFWFKxKFQsAaWme1xAI7/Bm7PPmXivNGrNMhz/NhqiFrkN3IFbD30en0QBDkeU49JlGVb/M0imkh24p9qqRd5f6MnNFwe9RjerA5hkOLMWodbuTyHtO2bkx9tWqBZT6fHMedzZPTEykZ8+e+ZIoAKPRSM+ePUlMLGQM7x0qze5HZuPHsSl+PB3tpHuEzjWfhqRbJIkSorh0vfSbHf2MOSx7Q8NQwKwkMyfoBPvZMRkdPNah8IKE1wM/n4pdU2O1m4jdWPh7VNI5yMyWsUpCQDGa9kwmE1lZhc8cl5mZickk/X1ulG0D0P8Yau7UAUmihCiPFBx0aAIHY31Y/G+FX44phIXqjInWqepvx6jYUFWFKWNMbPlZ+f3v+7rzFZj9XN40CF4umwJ23YzVZiI9E/x8wd/Hia8xpxSaBBWybjJY0y5dpIQAipFItWrVimXLlvHkk09SvXp1t31Xrlxh+fLltGnTxusFFEKI20nFQbCvgxefNGJzqpgMGprT4foypGk6IVWy2TnPl0kfK8T/lPvFKKIpTBunEVbb5vW+Q4oC2U5/nv9IYc02Be33y7dvqhL7qoEaAVavzr5uMjh56E8qmxIK/tIXYIEq/uWnP5cQZcnjPlI//vgjw4cPx9/fnyeeeIKwsDAAjh8/zqpVq8jMzOTTTz8lIiKiVAtc2rzZR+p60mZediT2Zacyx15VFXKcZmwOA5oOPkYNi8lWKsvJ5Gi+DHjLyI4D+RObkLsgYZ6GxeDeJ+tWYq+qCicv+9FhrOpK2q731kiNMb1z0J1SLVWQyvzcl3dl0UfK4xqp9u3bM3v2bP75z3+yePFit3116tRhypQpFT6JEkIITymKglnN4foeDYri/SWfFAUupRoKTKIALqXAvxMU/jfK4LUZ6DVNp07VHDZM9eGv76ucvpS73d8CLw7QGPGoU5IoIX5XrPH3Dz/8MA8++CAHDhzgzJkzQO6EnC1atEBVpeOhEOLOYDLoBNlOoPkGk+oIQtehiikTY+Z5Mi0NyPbi/HAGg4Hvfin6mLXbFfrcb0DFi/Nq4SDiHp3vZ5u5ZlWxO+CugLwlaySJEiKPR4lUZmYm0dHRDB48mOHDh9O6dWtat25d2mUTQohyx2TQCbIeR/0kCqVWG4Kf/AoNFVPcJJQDX+I/cB3U6OjFZEonwFL0Ef4WHYOqo3t5SUSHw4nFYMUScF1pKvaARCG8zqNEyt/fn9TUVPz9/Uu7PEIIUa75Ktmw93OwZaKc2oFh2eMYAkNRDufOoafsnI1vnwivJVIOh0bXdrlNfIX1aP1btI6iO5Du30Lcfh63x7Vp04b9+/eXZlmEEKLcu+awYO/0ElrEWACUMwmuJEpv3B1H9CJSbTepQiomf7OdfwwvuCqoR6ROeF2tXM2KLsSdxONEatKkSWzcuJGVK1fKgpVCiDtaut0PHpkClqpu2/Unl5LuDPL6/QzYGNnTyfopGhFNweIDYaHw0fM6C17U8FFldJgQZcXj6Q+GDh3KuXPnOHv2LFWqVKF+/fr4+vq6X0xRiI2N9fjmmZmZzJgxg40bN5Kenk5YWBjjxo2ja9euNz331KlTTJkyhYSEBDRNIyIigpdeesk1LUNJyfQHlY/EvuxU1thXMWVi+vYFlP1L3bbr9TvhfPIrUh2BpTILu8GgkmU349RUFHQCfW2FjtSrrLGvCCT2ZadcLxFz5swZNE2jdu3a+Pn5cfnyZc6cOeP2c/r06WLdfPz48axfv54JEyYwf/58wsLCGD9+PFu3bi3yvCtXrjBw4EDOnj3L1KlTmT59OmlpaQwePJgLFy4UqwxCCFEcgSYrpu/fdCVR+t0Po7UdBpDbZ2rVIILNpfMB6nRq+KjZ+BmzsBitXpvuQAhRch5Pf7Blyxav3njr1q3s2LGDOXPm0L17dwA6duzI6dOnmTJlCl26dCn03EWLFpGens7KlSupWbMmAG3btqVr167MnTuXN99806tlFUKIPFbND1PkOAz7v0QPbY+jT2zuqD2jBXXPIvQH/0GmQ5bLEuJO4VGN1NWrV9m7dy+nTp3y2o3j4uIIDAx0a8ZTFIW+ffuSlJTE8ePHCz03Pj6eTp06uZIogLvuuouHHnqIuLg4r5VRCCFu5HDqpJsb4hy9C0efWNIcAaTb/bB3eQPt6b1cC26DzVmsKfqEEBVYkYmUpmm8/vrrdO7cmf79+9OjRw8GDBjA1atXb/nGx44dIywsLN9Enk2aNAHg6NGjBZ6XnZ3NqVOnCA8Pz7evSZMmXLlyhStXrtxy+YQQojAOp06aoTap9gBXX6h0ux+pxvqSRAlxhynyL/7zzz9n+fLlhISE0LZtW06ePMmePXt4/fXXmTNnzi3dODU1lYYNG+bbXqVKFdf+gqSlpaHruuu46wUHB7vOrVatWonKpSh/dFbzJqMxd+mI0ri2KJrEvuxI7MuOxL7sSOzLzo2xV0q3n3nuPYvauWbNGho3bsyyZcsICMid2va1115j9erVpKenExR0a8N8lSJeYVH7PNkvhBBCCFHaikykfvvtN8aNG+dKogAGDx7MihUrOHHixC0tExMcHFxgrVNaWhpAgTVOedsVRSnw3LxteTVTJaHrpTNkVYbDlh2JfdmR2JcdiX3ZkdiXnYKmPyjtepci+0hZrVZCQkLctuX9npWVdUs3DgsLIzExEU1zn603r29UQX2gAHx9falXr16BfaiOHj1K1apVS9ysJ4QQQghRHDcdtXdjE1re77c6u3n37t1JT0/PN63CmjVruPvuu4ucWLNbt27s2LGD5ORk17bU1FT+85//uKZSEEIIIYQobTcdXrJ161YuX77s+t1qtaIoChs3buTIkSNuxyqKwvDhwz26cZcuXejQoQOvvvoqqamp1K1blzVr1rB7924+/vhj13FDhgxh165d/Prrr65tI0eOZN26dYwePZpx48ZhNBqZO3cuRqORsWPHenR/IYQQQohbVeQSMU2bNi3exRSFw4cPe3x8RkYG06dPZ9OmTW5LxHTr1s11TEGJFMCJEyeYOnUqCQkJ6LpOu3bteOmll7jnnnuKVeYbyRIxlY/EvuxI7MuOxL7sSOzLTlksEVNkIrVr165iXzAyMvKWClTWJJGqfCT2ZUdiX3Yk9mVHYl92yl0idSfSdb1UFhvN62om0b79JPZlR2JfdiT2ZUdiX3ZujL2ilP50SZJICSGEEEKUkEdr7QkhhBBCiPwkkRJCCCGEKCFJpIQQQgghSkgSKSGEEEKIEpJESgghhBCihCSREkIIIYQoIUmkhBBCCCFKSBIpIYQQQogSkkRKCCGEEKKEJJESQgghhCghSaSEEEIIIUpIEikhhBBCiBIylnUByrsLFy6wcOFCDh48yJEjR8jKyuKzzz6jQ4cObsfZbDZiY2NZs2YNZ8+eJSAggJYtWzJu3DhatWrlOi4hIYGhQ4cWeK8NGzbQuHFjt23//e9/mTlzJkeOHMHf35/u3bszadIkgoKCvP9iyxlvxz5PQkIC8+fPZ9++fdjtdkJDQxk2bBhPPfWU23ESe+/F/uWXX2b16tWF3m/79u3UqFHD9bvE3rvP/aFDh5gzZw779u0jIyODOnXq0KdPH4YPH47ZbHY7VmLv3djv3r2bmTNnsm/fPlRVpV27dkyaNIkmTZrku7/E3rPYz549m6+//prk5GRq165Nv379GDVqFAaDwe3YzMxMZsyYwcaNG0lPTycsLIxx48bRtWvXfPe/ldhLjdRNnDx5km+++QY/Pz86duxY6HH/+Mc/mD59Ot26dWPu3LlMnjyZ8+fPM3DgQI4fP57v+EmTJrFs2TK3n7p167odk5CQwOjRo6lVqxbz5s3jpZdeYsuWLYwePRpN07z+Wsub0oj96tWrGTFiBPXq1WP69OnMmzePQYMGYbfb3Y6T2Hs39k8//XS+5/2LL77A19eXNm3auCVREnvvxj4xMZH+/ftz9uxZJk+ezNy5c+nevTszZszgtddec7umxN67sf/ll18YNmwYTqeTDz74gClTppCSksLgwYM5efKk2zUl9p7F/tlnnyU2Npb+/fsTExNDdHQ0s2fP5p133sl37Pjx41m/fj0TJkxg/vz5hIWFMX78eLZu3ep23C3HXhdFcjqdrn/HxcXp4eHh+s6dO92OsdlseosWLfRJkya5bT958qQeHh6uz5o1y7Vt586denh4uB4XF3fTez/xxBN6dHS0Wxm2b9+uh4eH6998801JX1KF4e3Ynzt3Tm/durUeExNz03tL7L0b+4Js2rRJDw8P15ctW+a2XWLv3djPmjVLDw8P10+ePOl27KRJk/TmzZvrNpvNtU1i793YjxgxQr///vt1q9Xq2paWlqa3b99enzhxotv5Evubx3737t16eHi4vnjxYrfts2fP1ps0aaInJia6tn333Xd6eHi4/u2337q2aZqm9+/fX3/00Ufdzr/V2EuN1E2o6s1DpKoqiqIQGBjotj0gIAAgX9W5Jy5evMj+/fuJjo52K8P9999PzZo12bRpU7GvWdF4O/YrVqwAYMiQIUVeU2J/e577lStXYrFY6Nmzp2ubxN77sTcajW778gQGBmI0Gl3NIRJ778d+z549dOzYEV9fX9e2oKAg2rVrx+bNm3E6nYDEHjyL/S+//ALAQw895Lb94YcfRtd14uLiXNvi4uIIDAx0a8ZTFIW+ffuSlJTkqjn0RuwlkfICg8HA4MGDWb16NfHx8WRkZHD69GneeOMNqlevTp8+ffKd8/rrr9O8eXPatWvHmDFjOHDggNv+o0ePAnDPPffkOzc8PJxjx46VymupaIoT+x9//JHGjRvz7bff0qNHD5o1a0ZUVBQffPABNpvNdZzE3jMlee7zXLp0iW3bttGjRw+3D3iJvWeKE/vo6GiCg4N54403OH36NBkZGcTHx7uaufM+PCT2nilO7O12e4FfKMxmM1arldOnTwMSe0/ldcG4MaZ5v+fFEeDYsWOEhYXlS9Dy+qblHeuN2Etncy956aWXCAgI4JlnnnG1qdavX5/PPvuMmjVruo4LDAxk2LBhREZGEhwcTGJiIjExMQwYMIDPP/+cNm3aAJCamgpAlSpV8t2rSpUqHDp0qPRfVAXhaewvXbrEpUuXePvtt5kwYQJhYWHs3LmTmJgYzp8/z7Rp0wCJfXF4GvsbrVmzBqfTSb9+/dy2S+w952ns69Spw7Jlyxg3bhzdunVzbR87dizPPfec63eJvec8jX1YWBh79+5F13UURQFyk4H9+/cDkJKSQsOGDSX2HsobjLVnzx5q167t2v7zzz8DfzzDef9u2LBhvmvkxTjvWG/EXhIpL5k/fz4LFy7k+eefp23btqSkpLBo0SJGjRrFkiVLXB3JmzdvTvPmzV3nRURE8PDDD9O7d29mzJjBp59+6nbdvD++GxW2/U7kaex1XSczM5Pp06fTq1cvADp06EB2djaffPIJzz77LA0aNHBdV2J/c57G/karVq2iQYMGtG/fvsD9Evub8zT2Z8+eZezYsdSoUYOPPvqIwMBAfvzxR+bPn4+iKG7JFEjsPeFp7AcPHsyrr77K22+/7eq4PGvWLC5cuADkb86S2BctKiqKBg0aMHXqVO666y5atGjBnj17+PDDDzEYDPniVFTcPD3Wk9hL054XJCYmMmPGDJ577jlGjx5NZGQkPXr0YNGiRVy7do2PPvqoyPNr1KhB586d2bt3r2tbcHAw4J5h50lLSyswe74TFSf2eTHt3Lmz2zWioqIAOHjwoNtxEvuilfS5/+mnn/jtt994/PHH8+2T2HumOLGfNm0amZmZLFiwgG7dutGhQwfGjx/PmDFjmD9/PmfOnAEk9p4qTuz79evHCy+8wKpVq4iKiuLBBx/kt99+4y9/+QsAISEhgMTeU2azmQULFlCrVi2GDx9O+/btee655xg7dixBQUGueEJuTAuLJ/xRA+WN2Esi5QVHjhxB13Vatmzptj0wMJAGDRqQmJh402vcOMQyr722oPbZo0ePFtieeycqTuzDw8OLvFbet0OJvWdK+tyvXLkSg8FA37598+2T2HumOLE/dOgQYWFhbh2eAVq2bImmaSQlJQESe08V97kfPXo0CQkJrF+/ni1btvDll1+SlpZGaGioq3lKYu+5Bg0asGzZMr7//nvWrVvHjh076NGjBykpKURERLiOCwsLIzExMd9na16fqLzPA2/EXhIpL8jLgvPavfOkpqZy4sSJIvuKACQnJ7Njxw7atm3r2larVi1atmzJ+vXr3R6EH374gYsXL/LII4947wVUYMWJfffu3QHyzSGydetWFEVxTaQnsfdMSZ77rKwsNm7cSOfOnQvcL7H3THFiHxISwrFjx7BarW7H7tmzB8B1rMTeMyV57s1mM+Hh4YSGhnLmzBk2bNjAoEGDXPsl9sVXs2ZNmjRpgsViYcGCBVSvXp1HH33Utb979+6kp6ezZcsWt/PWrFnD3XffTVhYGOCd2EsfKQ9s3LgR+OMP58cffyQlJQWLxUKXLl3405/+RIsWLfjwww/Jysri3nvvJSUlhYULF2K1Wt2G27/wwgvUq1ePFi1aEBQURFJSEgsWLCA7O5uJEye63XfSpEmMHDmSiRMn8tRTT3Hx4kU++OAD2rRp4/bAVGbejH1UVBRRUVG89dZbpKSkcM8997Bz504+++wz+vfvT2hoqOtYib13Y59nw4YNZGVl8cQTTxR6X4m9d2M/dOhQxo0bx8iRIxk2bBiBgYEkJCSwaNEiOnXq5DbDtsTeu7E/cuQI8fHxtGzZErPZzOHDh4mJiaF169YMGzbM7b4S+5vHHiAmJoaQkBBq167N5cuX+eabb/j++++ZO3cufn5+rmt16dKFDh068Oqrr5KamkrdunVZs2YNu3fv5uOPP3a7763GXtF1XfdWECqrgqbyBwgNDXVlu+np6cTExBAfH8/58+cJDAykWbNmPP3009x7772uc2JiYvjmm284e/YsVquV4OBgIiMj+dvf/lZg09P333/P7NmzXdPWd+vWjRdffPGOaTP3Zuwht0Ykb3mBlJQUateuzZNPPsmoUaPydfyU2Hs39gADBw4kKSmJbdu2YTKZCr23xN67sd+xYwcxMTEcPXqUrKwsQkND6dmzJyNGjHD78AGJvTdjn5iYyOuvv86xY8fIysqiXr169OnThxEjRhQ4LYLE/uaxnzVrFuvWrePixYtYLBbatWvH+PHjadGiRb7zMjIymD59Ops2bXJbIub60at5biX2kkgJIYQQQpSQ9JESQgghhCghSaSEEEIIIUpIEikhhBBCiBKSREoIIYQQooQkkRJCCCGEKCFJpIQQQgghSkgSKSGEEEKIEpKZzYUQ5VJCQgJDhw51/a6qKgEBAdSsWZMWLVrQq1cvHnjgAY9WZy/I4cOHiY+Pp2/fvtStW9dbxRZC3GEkkRJClGu9e/cmKioKXdfJzMzkt99+Y/PmzaxZs4ZOnToxc+ZMgoKCin3dw4cPM2fOHCIjIyWREkKUmCRSQohyrXnz5kRHR7tte+WVV3j//fdZvHgxEydOZOHChWVUOiHEnU4SKSFEhWMwGHj55ZfZt28f27Zt46effiIiIoKLFy+yePFifvjhB86dO0d2drZrfbORI0diMBgAmD17NnPmzAFwaz7s27cvU6ZMAcBms/HJJ5+wfv16Tp06hY+PDxERETz77LM0b97cdY6u68TGxrJy5UrOnDmDoijUqFGDdu3a8eabbxa5pqAQouKTREoIUWH169eP3bt3s3XrViIiIvj111/59ttv6d69O/Xr18dut7Nt2zamTZvGmTNneOuttwDo3r07ycnJLFu2jLFjx9KoUSMA6tevD4DdbmfkyJHs2bOH6OhoBg0aREZGBsuXL2fAgAF8/vnntGrVCoCPP/6YWbNm8dBDD9G/f38MBgNnzpxhy5Yt2Gw2SaSEqOQkkRJCVFh5q8WfOHECgMjISDZv3uzWAX348OG8+OKLfPXVV4wfP56QkBCaNm1K27ZtWbZsGZ06daJDhw5u1/3iiy/YtWsXCxcu5IEHHnBtHzhwIL179+a9995jyZIlAMTHx9O4cWPmzZvndo1JkyaVxksWQpQzMv2BEKLCCggIACAjIwMAX19fVxJls9lITU3l6tWrdO7cGU3TOHDggEfXXbduHY0aNaJFixZcvXrV9WOz2ejUqRO7d+8mOzvbVYaLFy/y008/lcIrFEKUd1IjJYSosPISqLyEyuFwEBMTw9q1azl58iS6rrsdn56e7tF1ExMTyc7O5r777iv0mJSUFGrXrs3EiRMZN24cgwYNIiQkhMjISB588EF69OiB2Wwu4SsTQlQUkkgJISqsX3/9FYC7774bgClTprBkyRJ69uzJ2LFjqVq1KiaTiYMHD/LBBx+gaZpH19V1nfDwcF555ZVCj6latSoA9957L3FxcWzfvp2EhAQSEhL4+uuvmTt3LkuXLiU4OPjWXqQQolyTREoIUWGtWLECgC5dugCwdu1a2rdvz4wZM9yOO3nyZL5zi5rIs0GDBqSkpNCxY0dU9eY9IPz9/enRowc9evQAcvtYvfXWW6xYsYJRo0Z5/HqEEBWP9JESQlQ4TqeTqVOnsnv3brp06UK7du2A3NnPb2zOy8rK4tNPP813DT8/PwDS0tLy7evTpw/JycksXry4wPtfvnzZ9e+rV6/m29+iRYtCry2EqFykRkoIUa4dOnSItWvXArjNbH727Fk6d+7MtGnTXMf26NGDZcuW8dxzz9GpUycuX77MypUrC2xea9WqFaqqMm/ePNLS0vDz86Nu3bq0adOGoUOHsmPHDt577z127txJx44dCQgI4Ny5c+zcuROz2ewatdezZ0/atm1L69atCQkJITk5meXLl2MymejVq9dtiZEQouwo+o1f34QQohwoaK09Pz8/atWqRcuWLenVqxdRUVFu51itVmbNmsXGjRu5fPkytWvXpl+/frRq1Yrhw4fz7rvv8vjjj7uOX716NQsWLODUqVPY7Xa3CTkdDgdLly5l7dq1JCYmAhASEkKrVq3o27cvnTt3BiAmJoatW7eSlJTEtWvXqFatGm3atGHMmDGumikhROUliZQQQgghRAlJHykhhBBCiBKSREoIIYQQooQkkRJCCCGEKCFJpIQQQgghSkgSKSGEEEKIEpJESgghhBCihCSREkIIIYQoIUmkhBBCCCFKSBIpIYQQQogSkkRKCCGEEKKE/j9N3I9Yx1pVGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "ax = plt.subplot()\n",
    "ax.set_title('Level of confidence of our model to assign canonicity')\n",
    "\n",
    "\n",
    "ax = sns.scatterplot(data=df_probs_shorter, \n",
    "                     x='date', \n",
    "                     y='proba_canon', \n",
    "                     hue='metadata', \n",
    "                     style=\"metadata\",\n",
    "                     ax=ax)\n",
    "\n",
    "\n",
    "ax = sns.regplot(data=df_probs_shorter, \n",
    "                 x='date', \n",
    "                 y='proba_canon', \n",
    "                 color='red', \n",
    "                 order=3, \n",
    "                 scatter=False, \n",
    "                 ax=ax)\n",
    "\n",
    "\n",
    "ax.set_xlabel('Dates')\n",
    "ax.set_ylabel('Probability assigned for canon label')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "afaa88c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cbbfb055",
   "metadata": {},
   "outputs": [],
   "source": [
    "def r2(x, y):\n",
    "    return stats.pearsonr(x, y)[0] ** 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5401c8ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f5d6e784550>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(data=df_probs_shorter, \n",
    "                     x='date', \n",
    "                     y='proba_canon', \n",
    "                     kind=\"reg\")#, \n",
    "                     #stat_func=r2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "9b0b2b1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy as sp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7448ceac",
   "metadata": {},
   "outputs": [],
   "source": [
    "r, p = sp.stats.pearsonr(df_probs_shorter['date'], df_probs_shorter['proba_canon'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a208e5b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.20764427537757593, 0.007446331965720047)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r, p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8b75ec51",
   "metadata": {},
   "outputs": [],
   "source": [
    "def annotate(data, **kws):\n",
    "    r, p = sp.stats.pearsonr(data['date'], data['proba_canon'])\n",
    "    ax = plt.gca()\n",
    "    ax.text(.05, .8, 'r={:.2f}, p={:.2g}'.format(r, p),\n",
    "            transform=ax.transAxes)\n",
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "633f4288",
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'AxesSubplot' object has no attribute 'map_dataframe'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Input \u001b[0;32mIn [25]\u001b[0m, in \u001b[0;36m<cell line: 27>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     23\u001b[0m ax\u001b[38;5;241m.\u001b[39mset_xlabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDates\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m     24\u001b[0m ax\u001b[38;5;241m.\u001b[39mset_ylabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mProbability assigned for canon label\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m---> 27\u001b[0m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmap_dataframe\u001b[49m(annotate)\n\u001b[1;32m     29\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'AxesSubplot' object has no attribute 'map_dataframe'"
     ]
    },
    {
     "data": {
      "image/png": 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iRQt0XWfXrl3+fUNDQzl48CAHDhxIs79kD+rKlSszNb2maRobN270hyZczfDhw9M87mbuIxm9vwEEBwcDvt93QkKCf7oxLCyMnTt3pji2bt261K1bN6CtSZMmeL3eG7oer+ba6y/5HnTs2LF0P+/ixYsBeOaZZ1LEQAkhbjhutnnz5pQqVco/xZ7MvHnziIyMpEOHDjfUb3ZhTO3dAg4dOgT45vDTyqNx4cIF/7+7devG+++/z6JFi2jVqhUAixYtQkoZ8EBP7je1m3Bq/WaU5Dn6ypUrp9gWHR0N+IRdrVq1Mt138o3/equFTp48iaIoqS6lr1y5MmvXruXkyZN+NzlA6dKlU+wbGRkJQGxs7HWnnVIj+XNeG4RepEiRFDfKG/k+rmczwKVLl4iLi6Nly5bp3piOHDmCruvMmzePefPmpbpPaue7muTvvlKlSim2JV8PJ06cSLePnOg7mYxM5V1LamMSERFB4cKFU0xLJH/nyd9Nep+pYsWKKIri/0zJ/69QoUKKfVM7/tChQ9jtdpo1a5am7RcvXryhz5wWJ0+epEiRIqkuHqhUqRJ79+7l0qVLFCxYMM0+kmMbFy1axLFjx5BSBmyPj4/3//ull17iueee4+6776Z06dI0btyYtm3b0q5dO7/oGDhwIGvXruWNN97g448/pkGDBrRs2ZK77ror4Pd/LTExMTgcjlTHJ70xu5n7SEbvbwBbtmzhq6++YseOHbhcroBtcXFxmbYLMnc9ptd38rRicr9pcezYMYQQKcJQbhYhBH369GHs2LHs3buXatWqceLECbZt28aQIUNy3cpMQ0jdQpIDC1Pj6odygQIFaN26NWvWrCExMZHQ0FAWL15MxYoVA8RL8g3qgw8+oEiRIqn2e70HZ2pce+PLSpL7vt6byo3YkN6Ku5v5TGnZem2fN/J9ZMTmjNqevN8999wTEEd3NddbOXMrvvubJbUA7mRsNlum+0vrO8jK7+bqfVO7nlLrR0pJVFRUqjEtyaT2snMzZMV39P777/P999/TtWtXRo4cSVRUFGazmd27d/Pxxx8HeLQ6dOjAunXr2LBhA7///ju//vor8+bNo2HDhkyZMgWLxUKBAgWYN28e27dv59dff+X333/nvffe4/PPP2fChAnUq1cv058lvfvPzdxHMnp/27lzJw888ABlypThmWeeoVSpUn5P3lNPPZXqebL6esxI3xn5vNm1Wrt37958/vnnzJs3j1dffZV58+YhpaRPnz7Zcr6bwRBSt4CyZcsCPrduem+XV9OzZ0/WrFnDihUrKF++PMeOHeOZZ54J2KdcuXKAT3hltN+MkBws/u+//6YIHD948CBwYwINrrwJ7tmzx29/Wjb88ssvHDp0KMXbTrLn52r3e3ZRunRpjh49iqZpATebc+fOkZCQELBvdn0fUVFRREREpLqS82rKlCmDEAKPx3PD50/+XpO/56u52e8+s31HRkam+kZ8s16rrCS9z3T48GF0Xffvk/xbSr5+rya1trJly3L06FHq1KlzQ97UtEjvwVemTBk2bdqUIsg32cbQ0NAUQdDXsmjRIho1asTYsWMD2tOaJoqMjKR79+50794dKSUff/wxEydOZO3atXTp0gXwPegbN27szze0b98+evfuzddff82ECRNS7bdgwYIEBwcHrOxL5vDhw+l+hhslo/e3JUuWoGka3377bcA173A4Ajx2mSUz12NWUL58eTZt2sT+/fupXbt2po69ngArXLgwbdu25aeffuKZZ57hxx9/pE6dOln+8pAVGDFSt4Dq1asTHR3N7NmzU30IeL3eFA+M1q1bU6BAARYtWsSiRYtQFIXu3bsH7NOlSxcsFguff/55qivIEhIS/MtPM0O7du0QQjBp0iQ8Ho+//dy5cyxYsICSJUumWDGXUTp37ozZbObLL79MdRl58htQ8hz4hAkTAt6KDhw4wLp162jQoEG6bv2son379ly4cIEff/wxoP3bb79NsW92fR+KotCtWzcOHjyYapqA5PFJ9mSuXr2av//+O9X9ro0ru5YaNWpQokQJFixYEJCCwePxMGnSJIQQmV4pdqN9lytXjiNHjnD27Fl/m9vtZsaMGTd0/uygYMGC1KtXj/Xr1wfE+Ugp/Q/45BVJBQsWpG7duqxbty7g4e52u5k6dWqKvnv06IGu63z66aepnvtGpu3hSmxOatNHHTp0QNf1FOJkw4YN7NmzJ2DKLS0URUnhyXA4HCk+o6ZpKUSDEMJ/b0m2L7VrtkKFClit1lQ/QzKqqtKyZUt27tzJH3/8EbDt6hWxWUlG729peYC++eab68agpUdmrses4O677wbg008/TfXelp5HK73rMJk+ffoQFxfHa6+9xpkzZ3KlNwoMj1SWsWXLlhTz3OB7uPXv358PP/yQoUOHcs8999C7d28qVaqE0+nk2LFjrF69mqeffppevXr5jzObzdx1111Mnz6dXbt20axZs4AAXYBixYrx+uuv88orr9C1a1fuueceSpYsSUxMDAcOHGDNmjUsXbo0056bChUq8MADDzBx4kQGDRpEly5dsNvt/PDDDzgcDj7++OMbTlxZrFgxXnrpJd58803uvvtuunfvTsmSJTl79ixr167l3XffpVq1ajRv3pwuXbqwdOlS4uLiaNu2LefPn2fmzJlYrVZeeeWVGzp/ZhkxYgRLlizh1VdfZffu3VSqVIlt27bx999/p3gzz67vA+DJJ59k69atvPLKK2zevJkGDRogpWTv3r14vV4++ugjwJdjZcCAAQwaNIju3btTvXp1dF3nxIkTrF27lh49evD444+neR5VVXn11VcZNWoU9957rz+NwPLly/n7778ZOXJkum/a6ZHZvgcOHMjSpUu5//776devHx6Ph0WLFuW6BJsvv/wygwcPZuDAgQwYMIDChQuzfv16fvnlF+666y6aNm3q3/eFF15g8ODB9O/fn4EDB/rTH6Q2Xdm5c2d69erF9OnT2b17N23btqVAgQKcOXOGv//+m2PHjt1QcH6lSpUICQlh5syZ2Gw2wsPDiYqKomnTpvTs2ZOFCxfy7bffcurUKRo2bMjx48eZOXMmhQoV4umnn75u/506dWLOnDk8+eSTNGvWjAsXLjB//nx/PE8ydrudFi1a0K5dO6pXr05UVBQnT55k1qxZRERE0LZtWwBeffVVzpw5Q4sWLShRogROp5Ply5djt9tTvFxey5NPPskvv/zCiBEjGDRoEMWKFePnn3/2i7OsnpbK6P2tQ4cOTJ06lQcffJC+fftiNpvZvHkz+/fvv67H73pk5nq8WWrXrs2DDz7It99+S69evejSpQuFCxfm5MmTrFy5krlz56YadA++Z2PZsmVZunQppUuXplChQgQFBQXkomvZsiUlS5Zk8eLFBAcHp1iYk1swhFQWsWnTJjZt2pSivXz58vTv359q1aqxcOFCvvnmG9atW8fs2bMJCQmhZMmS9OzZM9WLu0ePHnz//fc4HI40bxi9e/emXLlyTJ48mTlz5pCQkEBkZCTly5dn9OjRFC5c+IY+z7PPPkvZsmWZOXMmn3zyCWazmTp16vDJJ5/QsGHDG+ozmQEDBlCmTBkmTZrE999/j9vtpkiRIjRt2jQgR83HH39M9erVWbhwIe+//z7BwcE0atSI0aNH37LCyBEREcyYMYP333+fH3/8ESkljRs35rvvvks1qDy7vo+IiAjmzJnD+PHjWb16NWvWrCEkJISKFSsyaNAg/37Fixdn/vz5fPvtt6xbt47FixdjtVopXrw4bdu29U+VpEe7du2YOnUqX3/9td8rWbFiRd5+++2bfiPMTN8NGjTg/fffZ/z48Xz00UcUKVKE/v37U7NmzXQD+m81tWrVYvbs2YwbN45Zs2bhcDgoXbo0Y8aMSbE6rF69ekyZMoVPPvmECRMmEBoaSufOnenfv7//7f5q3nvvPRo3bswPP/zAN998g8fjoXDhwlSvXj3FVH9GsdlsjB07lv/7v//j3Xffxe12c8cdd9C0aVPMZjOTJk3i66+/ZtmyZaxevZqwsDA6d+7Mk08+SfHixa/b/4svvkhISAgrVqxg7dq1FC9enL59+1KrVq2A781mszF06FC2bNnCli1bsNvtFClShHbt2vHwww/7Xxy7d+/OggULWLhwITExMYSGhlKpUiXGjRtHp06d0rWlQoUKzJgxgw8++IDvvvsOq9VKmzZt+N///keHDh2yJdt2Ru5vDRo04PPPP+err77is88+w2q10qxZM6ZPnx7we74RMnM9ZgVjxoyhatWqTJ8+nYkTJyKlpFixYrRq1eq6MYsff/wx7777LmPHjiUpKYmSJUsGCClFUejduzfjxo2jS5cuWTrFnZUImZ3RpQYGBgYGBrmMXbt20bt3b5555hkeeuihnDbHIB2+/fZbPv74Y2bPnp3mwoKcxoiRMjAwMDDIt1wbryilZOLEiQBZuijEIOvxer3MmTOH6OjoXCuiwJjaMzAwMDDIx3Tv3p0mTZoQHR1NUlIS69evZ/v27XTt2pWaNWvmtHkGqXDixAn+/vtv1q5dy4kTJ9JccJFbMISUgYGBgUG+pX379qxfv57Fixfj9XopVaoUo0ePTrfenkHO8vvvv/vrdz722GP+WqK5FSNGysDAwMDAwMDgBjFipAwMDAwMDAwMbhBjau8apJRkh48uOV2J4f+79Rhjn3MYY59zGGOfcxhjn3NcO/ZCZH2+sGsxhNQ1SAkXL6bMSHuzRET4kgjGxSVled8G6WOMfc5hjH3OYYx9zmGMfc5x7dgXLBhKNusoY2rPwMDAwMDAwOBGMYSUgYGBgYGBgcENYggpAwMDAwMDA4MbJM0YqSFDhmS6MyEE06ZNuymDDAwMDAwMDAzyCmkKqZMnT95KOwwMDAwMDAwM8hxpCql169bdSjvyFB6Pi6QkB16vO8PLWxMSVADcbi0bLTNIjdw49kIIbLYggoJCEMKYYTcwMDDIqxjpDzKJ3R5PQsIlQGAymTP8EPR6c89D/HYjN469pnmJj4/B7XYSGVk4p80xMDAwMLhBMi2kHA4Hf//9NxcuXKBZs2YUKlQoO+zKlXg8LhISLmG1BhMREYWiqBk+VlV9iSw0zcjQdqvJjWMvpSQxMQ67PQ6324nFYstpkwwMDAwMboBMzSnMnDmTVq1aMXz4cJ5//nn+/fdfAGJiYqhVqxZz5szJFiNzC0lJDkBkWkQZGFyLEILQ0HCEUEhKsue0ORnGompEWhwBbZGWJCxq7vP6GRgYGNwKMiykVq5cyZtvvknjxo15++23ubrWcVRUFC1btmTt2rXZYmRuwet1YzKZDRFlkCUIoaCqJnQ9b4gQi6oRFvs3pp8eJtKciBCCSHMipsUPEBb3jyGmDAwMbksyLKQmTZpE48aN+fLLL2nfvn2K7TVr1vR7qPIrUmIEBhtkKUIo6HrumXJMC5NJIcx1AuW7OxH7F2Fa9ABRwW5MPw5FHFiCMq0DYZ5TmEzG78PAwOD2IsN3vQMHDtCxY8c0txcuXJiLFy9miVEGBga5C69XxxtUGFm1BwDi4HKUD4ogDq0GQFbvjddaEK9Xz0ErDQwMDG49GRZSiqKg62nfJM+dO0dQUFCWGGWQ/xBIFAKvH0UYD928RJwnBE/ncciq3X0Nl6ckZbVeeO78lDhPSA5aZ5AZzKokKsiNolyp5hphthOiGkV2DQwyS4aFVNWqVfnll19S3abrOitWrKBWrVpZZphB/kEgUTQHwhnjF1Oq0FDiT6Li4b//TtOiRUMmTfomhy01uB4CCa74wEZXgq/dIE9gViVh9n2oU9sSyQVUVRBhTsS84glsB+Zmm5gKVR0EqS7/36qqEGF1IoRI56jUiTQnEm66skjDouoUDNUwqZnvy8DgZsmwkBo0aBAbN27k//7v/4iLiwN8S7gPHz7M6NGjOXjwIIMHD842Qw1yjmXLfuKHH2be0LE+EZWEuPgvIu44wnkRVdERl46A4wLiwgFU4b0p+xISEpg06Rv+/HP7TfVjkD6R5kRfTNSR9b4GSygA4vBqTIseINKcmIPWGWQERRGEq4moU9rC2X9Qv+tApBKLecVoxO65KEtHYTu3DYs5awVJmMmB9a+vCT79M0Gq2yeitNOYfxxKpBqbKTEVaU7EtORhzJvfIdxkx6LqhCXsRvmiJuGe44aYMrjlZDiPVNeuXdm/fz/jx49nwoQJAIwYMQIpJVJKHn/8cVq3bp1thhrkHMuW/cSZM/9x330DMn2sRIBqAdUMXhci7gQkngHN49vBEgrem7vxJSYmMGXKtwDUr9/wpvoySB1VVVCdMYjjmwGQtfoj7/4asehBxO65iOMbUV2XUM3haJoxZZtb0XWJUzNha/cWyspnIOYQyiel/dtl5a5oxerj9mSdhzHE5MSy6zuUn98AIQi+7weCi9dDmdwKEs+gzrqHAoNXEuO8fi61UIsH02+fIfb/hADMgLl6H5TvO4HXifrdnUSM2sXFRGNltcGtI1MJOZ966inuvPNOfvrpJw4fPoyUkrJly9K9e3djWs8gTTRMqAWrIC7sB811RUQFRSEjSqHZz+asgQbXRdN04i2lCRv2M8r2b/C0fZt4u0J453GYLSHIO0YRby5liKg8gF0LQtQYhNWdiLL+NX+7LNsS7z0TifWEZun5XDIIa5W74ZcPwXEB5Yf7QLWC1+k7b9OnSPJk7GXK7jFjvuNx1MPrEKd+R/ntC/jtC99GcxB633kkJBkeKYNbS6Yzm9eoUYMaNWpkhy0GGWTZsp949903+L//+4p//tnBkiWLuHTpEhUrVmL06DHUrFmLv/76gwkTvuLff/cTEhJCz559uP/+EQH97Nu3h2nTJrNz5184HA6KFStO587dGDhwKCaT79K49967OXPmPwBatLji7Rk3bjz16zdkz55dLFw4j3/+2cn582dRFJVKlSrRr99gWrdue+VkQoBq5u9du/jy+wUcOHKc4OAQ2rXrSPcevVN8Rl3X+f77KWzbtpUTJ44THx9HVFRBmjVrwYMPPkJERCQAf/65nSeeGAnAlCnf+j1TxYoVZ968nwCYP/8HNm78mcOHDxMbe4mIiAgaNLiDBx98hOLFS2TNl3Ib4NEECSFVCGr7DvGeYMAXgB7e7n2S9CA8mvEAyyuoQkOc3RnQJuJPomguFCUsS1NyeDVJvKkU4Q9sQv22KThj/SJK7zEFR9kuJGnWDPUlJcR6wynQfxHqpOZw6Yh/mz54JQmh1XBrRgoOg1vLDdXaS0pK4vTp0wCUKFHCWK2XQ4wf/wW6rtGnTz88Hi9z5kznmWdG8fLLb/D++29xzz09ufPOLqxbt5qJE8dTvHgJOnXqCsCWLb/w0kvPUrJkafr1G0RYWDi7d//DpEnf8O+/B3j77Q8AeOKJZ/jmmy+Ii4vl8cef9p+7XLnyAGzc+DPHjh2lXbsOFCtWnLi4OFasWMLLLz/L//73Nnfe2dl30750lF27dvLEG2MJDrIxqEcnwkKCWb1lB//s2pnis3k8HmbN+p7WrdvRokVrgoJs7N27hyVLFrFz599MmjQds9lMuXLleeKJpxk37lNatWrrF29BQcH+vmbOnE6NGjW5996+hIdHcPjwIZYs+ZE//vid776b7RdlBtfHowk8WnBAW7KoMsgb+ALLRyP2zPc1hBbzTbdfOuKLmRqyhlilUJaKKYkAocK1yYzNQUDmBLhZ0RGxRyDhdOCG3T9ga14ZN8bqUYNbS6aE1MGDB/nggw/YsmULmuZb+qyqKk2bNuW5556jcuXK2WKkQerousY330zFbDYDUL58eV544RleffV5xo+fTLVqPs/hXXd1595772LBgrl06tQVl8vFe++9RfXqNfnss6/93qcePXpTqVJlPv98LH/+uZ369RvSqlUbfvhhJi6Xyy/Crmbo0AcYOXJUQFufPv0YNmwA3303iU6dOoPbDq44Ppv6A7qEb76ZTNngJPC66N25PQ+9/lmKfi0WC4sWrcBqvRI30aMH1KpVm/fff5uNG3+mffuOREUVpGXLNowb9ykVK1ZK1cbp0+cQFBQUUGuvRYtWPPnkoyxZsoiBA4dmfvANDPIgQghU6UGc2gb4YqJk7+/hr6m+mKn4kwj7GdTQgmTVJG1yYLk6uRU4LucaVEyge1Hm9Sf4vh+gRFuSNMt1+zKrGmEJe1CmtgevC0w2CCsOl46g/PYFZgThzV8i3muIKYNbR4Z9oHv37qVv37788ssvNG7cmCFDhjB48GAaN27M5s2b6devH3v37s1OWw2uoUePe/0iCqB27XoAVK9e0y+iAMxmM9Wq1eDkyeMA/P77b8TEXKRr17tJTEwkNjbW/1/Tps39+2SEq72RTqeTuLhYnE4nDRo04ujRIyQmJiLNoVzUw/ln/2FatmxFydIVkAWjwRyMqXgN+qYSxC6E8IsoTdNISEggNjaW+vUbAbBnz64Mj1Oyjbqu+z9vpUrRhIaGZqofA4O8jpSSWD0K7f51yPoj8N7zLRcdZpzVB6F3GYs+ZDUJoVXxZGG1H5tIQuya4/N6AXqv79BH7YbgQiAlyvrXCbJkzPulooH9AmhuX0zUsPVoD2xGlvTdF0T8SRRhpOIwuLVk2CP1wQcfoCgK8+bNSxEjtXv3boYOHcqHH37IlClTstxIg9QpUaJkwN/h4eGX21PG/YSFhfvTVhw75osreO+9N9PsOyYmY1nqL12KYcKEr/nllw1cuhSTYntCQiIhIaGcuujL+VKmjG9KUMOMWjAaXQrKlquQat9r165m9uzp/PvvfrzewBQJCQnxqR6TGtu3b2Py5Ins3r0Lt9sVsC0hISHD/RgY5Ad0XRKrFCGk7XskeHyxSXYtCKoOwIMFt5a1K97sXitK3QexOGOhWB0cZbvgweaLmfrpYbRe3xPrskEGcpE5NQsUa05I/x8hpDAJodXweBQi+y5E3f4V3kajsjxY3sDgemRYSO3YsYOhQ4emGmheo0YNBg4cyHfffZelxhmkj6Kk7lC8XlHl5ILTjz46msqVo1Pdp1Chwtc9v5SSp54axbFjR7j33n5UrVqd0NBQFEVh2bKfWL16BVL6Jgj0y3EQV+eL0WSy/SlvoBs2rOO1116kWrUajB49hiJFimKxWNB1nWeeeTygaHZ67N27myefHEXJkqUYOXIUJUqUwGq1AoLXX38p3Wz9Bga5DUURAbFL1/6dUXRdkqAHBnjbteyLdU3wBhPWeAxe1MuB5b4A9NA+84j3BGXqMzg1CxRphoYJz+XA8lgtnOBGY7B7bijs18DgpsjwVWexWChcOO2Ha5EiRS4/oAxyO6VLlwF8U16NGjW+7v5pJcs7ePBfDh48wLBhD/LAAw8HbFuy5MeAv0uWLAXA0aNHuJbU2lasWIbFYuXzz7/BZrsSJ3Xs2NEM2wewevUKNE1j7NjPKVr0iqcuKSnJ8EYZ5CnCTA4sOEkQkbg1xRd7xHl0szVPeGEStMC4Ja8midUy5om6FqceGE8lJYaIMsgxMhwj1bp1a9atW5fm9nXr1tGqVassMcoge7njjqYUKBDF9OlTiY+PS7Hd5XLicFwpvxAUFExCQnwKL5Cq+i6fa9sPHz7Ixo0/B7QVKBBFjRq1+OWXDRw/fszf7vF4Us2arqoKQhDgMZJSMm3apBT7JsdApTbdl+ydu9bG776bbHijDPIMYSYHlr8noIyrQlj8LmwWiND/Q53YHNOSh4ys8gYGOUiGJfwLL7zAiBEjeOKJJxgxYgQVKvjiWg4fPszEiROJjY3l448/zjZDDbKOoKAgXnnlDV58cQwDBvSma9d7KFWqNImJCRw7dpQNG9bz7rsf+bOE16hRk19/3cSnn35IrVq1URSFBg0aUbZsecqXr8DMmd/hdDopU6YsJ04cZ9GiBZQvX5EDB/YFnPfxx5/i8ccf5tFHH6Bnzz6EhYWxZs0q/wrQq2nTpj0//7yO0aNH0rlzN7xeL5s2bcDpdKbYNyIiklKlSrNmzSpKlChFVFQUNlsQLVq08q86fPrpJ7jnnp6YzWZ+//03Dh06SGRkZLaMr4FBVqIoAotwo2x6D7wulGntCen6Ocr61yHhNGL/adQmu7AUaobbY7wcGBjcatIUUlWrVk0xZSKlZM+ePaxevTpFO0Dz5s3Zs2dPNphpkNU0btyUiROnMX36NFatWk5s7CXCwsIpWbIU/foNpFKlK6ks7rtvAKdPn+Lnn9eyaNF8dF33J+T86KPP+OKL/2PFiiUkJSVRoUJFXn75dQ4ePJBCSNWsWZuxY79k/PgvmDFjGsHBIbRt24GePXszZEi/gH07dOiEw+Hghx9m8uWXnxEWFkazZq145JFRdO3aPsXn+d//3uLzzz9lwoQvcTqdFCtWnBYtWlG7dl3effdDpkyZyMSJ47FarTRseAeffz6BUaMezJ7BNTDIQnRdEi/CCRu23lcjz5OEsvihK9t7TCYpql6+EFFCQLBZw+6+EudpVdzowmwkfDXItQiZRtTuCy+8cENVud97772bNion0XXJxYupu8kvXvSVMilYsGim+1UvF9K8OpeRwa0hN4/9zVxTeYGICN+0a1xcUg5bkvexWQQhh+ahLBzmb5N1h+Lq+CkJLnOK/fPa2AsBkWo8yt+T8dZ7kDhPCDbVQ8i5LRBajPjgynlGTOW1sc9PXDv2BQuGoijZe92k6ZF6//33s/XEBgYGBrcDJpOC13vFW6SqCrquk8GFp/5jgj3/oax9JaBd7JqNpcGDWMJr5vnSKJGmeNQ5vREnf8N8fi8FuoxDObkFZVYPMAcRPmwDcUGV8ep5Q0wZ3D7k7V+egYGBQS4mwmwnwnkIm+or1G1SIdJ7nEhTPBl1+CuKIEJcRJ3SBuJPASDrDfOVV7kcMxVm34/ZlLcFhkSANQIA8c8sTNPa+kSU1EG1IE02MjxoBga3kBsSUna7nTNnznD69OkU/xkYGBgY+ESUaf0rKOPrE3Lhd0KsOuGuIyjfNkWd2y/DYkrXJbowI0ve4fu7x2RcHT5Gu3+9T0xFlkOGFEPL4yFSsZ4wvD2mIive6Ws4u8snooIKoA3fRLylLN4szLhuYJBVZCrxxtKlS/n66685dOhQmvsYZWIMDAxudxRFYNKdKHvmga6hzOiGrdXLKFs/A2cc4uRWlPjjmMJq4/FeXwHFekKJ7Pol6h2PkRRVB4fLjDm0KuHDNyKDixAro7K0yHBO4ZI21NoDEYdW+dtkkZrowYXxuvL+5zPIn2TYI7VmzRqeeeYZvF4vffv2RUpJt27d6Ny5MyaTierVq/PYY49lp60GBgYGeQJdl8RREG34JrBF+MTUz2+CMw4UE/rApdhDqmRIRCUT6wkloVATHJov8bFHU4gLrppvRJRN9RB8djPKj8MC2sWxTZhWPEmE2Z7GkQYGOUuGhdSkSZOoWLEiixYt4oknngCgd+/ejB07lvnz53P06FGqVq2abYYaGBgY5CW8GiSFVEC/86OAdln/AdzFGuHUU660ux7XpjjwajJfiCghIMSqo8zp45/O0x/e5p/mE//MwnR4FbbMD5mBQbaTYSG1f/9+evTogdVq9dd4S84MHR0dzX333ceECROyx0oDA4M8RZDJ4087Ab4UFEEmTw5adOsxqRBkP4SyckxAu/hzIpYz2/wB6Aa+Ei8JLhP64BUQWhRt+EbiQ6r5Y6b0Ox7DU/5OnMaQGeRCMiykdF33Z4JOrn12da2yChUq8O+//2atdQYG+RBV6Iir6ouZFI1IiyMHLcpaQtUkgv/9gQj9nL8tQp4j+MAcQk23R14dRRFEcAF1Uktwxfum89q+fmWab0Y3QhL2YTYZC6eTcWsqCZF10J/YR7ylHB6vJNYTirfHVDwtXiHeG3L9TgwMcoAM/4qLFi3qX5Vns9koWLAgu3bt8m8/fPiwv+aZgYFB6qh4ETEHUbQkBBKBxGQ/jWnxiHxRLy1EcWDdNRXlp0dQp7bBnHgCc+IJ1CltUZY8inXnZELU/B/rousSrxKMXvM+f0yUs8GTaMM3gi0CWbo5ekQ5vHl9qR2+2KaCIV5Mlz2QQkABSyLhpsx/z25N5WKiiveq5LmxnlBDRBnkajK8aq9+/fps2bKF0aNHA9CuXTu+++47bDYbUkpmzpxJ27Zts81QA4OcRBE6ugx87xDoyExkEFGFjog5DO5ExMUDKAWjEboHcXgt4sASTGueJ7zDx8R78u4LiRQKBBXw/RF3AvFtM9+TNeE/X1tQAaTMOS9MqCkJlwzCc3kZvaoKghUHCdkw5nGeYCLavI2pyWjslhI43Qoua3kiHtyKbgkn1huWqaScuRGb6iHk/DaUBYMJH/YzCbZyhBKL+kM/lGK1CW/xqiGCDPI9Gb6j9e/fnzvuuMNfNPapp56ifPnyfPHFF3z55ZeUKVOG559/PtsMNTDIKRQ0hP0cKl5/mypdKK5YFDLuUdClQEaUBqGC1BEX9vmmfZAQUhi91UvY9eBs+AS3Dodmw1mxB/o9l+MlE8/4RZR+93iclXrh0DMnWlQ15W3q2jaTKgi7ZtowzOTArMqAv61/fkV40kHMqk9ERXhPYd38bratCIvzBBNnLY9T80VJezWINZXOFyJKCEGIRUOZ1R0cF1AntyQ8bgfq3H6I47+gbPsK84n1WC1GEk2D/E2atfYyyr59+1BVlYoVK/qD0PMyRq29/MfNjL2Chkg8jbCfB5MNWTAapIa4sB90LzKyLNJaAD2D7yQCiaI7Eef3AZLzHivWoyso1bw/caaS+eL6UFVBpIhBGRcNXtflRgv66H+JlVGZ+oxmVRLuPYVmiSDWEwZcTnTpukiCuSRuTcWkCsI9x1F++xxPq9eI84QQbrJj/u1TqNmX+ODKWEnC+sfnKBvfAUso+vCNSHMw6uRWYD+HrDMET/sPiMtH3pNbUe/NproJObcFZWZ332q7q9AbjMDT5i3iPflnTDOKUWsv58iJWns3rXyqVq1K5cqV84WIMjBIFZNvcQVeJ+LCPp8nSff6pqxUC5mTPhI0t+//yegawnE+wOOVV1FVQYR+DmVSiysiCkBzo0xqQYR+LmA1X3qYVUm44wDKN40w/fQQkeYEIsx2zCufQhnfgLD4XdjMknD9P9RJLRG/j8e86mkKhuqYN7+DsvkjlCmtCXcdQ1NtUKEdqGZwJ6JMao76bWOwnwMhkFW64dYzlZ/YAHBqFhxFm6N3nxjQLit2xNvu3dtSRBncfhjqx8AgHXRUpK2gb0oOfCJI13wP36hK6KaQDMdJCXQUT4IvTgpAUS/XDtNRpnUgLH4XFjVv18AIMyWh/vQQxJ0AQN71JfLur3wb406gLh6RYgouLYKUJMTWceC2Iw4sxbToAczLHkPsmg1eF+KXD7EJJ7opFFmiAeDLN6T8X0WU377wnb9wdXRbFE6PQmKB+r7l9YoKniRfckxAv3c2jhLtSNKtWTwa+R8hwCYciD8nB7af+h3VcdYfgG5gkJ9J8xWsffv2me5MCMGaNWtuyqDbDU2DdX+rzN9o5kKcoFCEpHcrD+3qaqhqTltnAKCjoFrDAxuFCqagTAWbK0Iiki4BEhQzslAViDkPisnnvTmwHEvDyrjJu3FS8Z4gIrtPRv2uA3qzZ9Br3AeAIkwov3yI1mPK5WD66/vx4j3BRHb4AJPHgdgzH3FwhX+brHgn3rvGE+v2ufEje0zDtHAw4vBacFz07VOiAVrfhcRq4UgJXkzI8FI+D6P7ckyUUKBQNF5hiKgbIdIU74+JAqBEA/jvL3DGok5qSfgDRo28azGrkvAgSXyS4l/0EGG2gyRfTS3fTqQppEqUKHEr7bgtOR8nGPhOEDsPqyhCoktQBPy42UztChozXk6icMStiZmZNOkbpkz5lunT5zJ58gS2bv0Vq9VK06bNeeKJZwgNDQUgKSmJiRPHs379GmJiLhIVVZD27e9kxIiHsVpt/v5atGhInz79qVw5munTp3L27BlKlSrDQw89SvPmLTNlm8vlYvr0qaxdu4r//jtNcHAwlStX4dFHnyA6uqrf/i1bNnPy5Amk1ClTpiz9+g2mffuOAX1lxq4//9zO5MkT2LdvD0idapXK8WDfu6lfowroXsTFA0z5cQOTpky67rgBaFJFjSiNUFRkSFE0YUGiIqPvQg/VcTccRaI394soVRUBcU5X/63rklglisgRv+JyS0xmX1yTu2IPrNV6EuuyZSoTd5w3lKgek3wiKln8KCbkfbOJc5hJFmQ6CjKyHAH+j/BS6EJFyiuB5erkllf6AZA6yqSWhA/fSHxQJf+DzSCDSED6pqT1BiPQ27+PcupyzBTSFzeV98P+sgyzKglPOogy8S7CBi0jIagiwcKOefUYpFCJ6PABccZ0aJ7jpoPN8xu3Kthc06DLi8HsOqKgy5Tub0VIapbXWf6e45Z4ppKFVNmy5WjXriO1a9fl0KF/mTDhKzp06MRLL72Grus8+eSj/PPPDu6/fwTVq9dg9+5dTJ06kXr1GvDpp18gLpezb9GiIcWLl6BAgSj69RtEUFAQM2d+x86dfzNz5nxKliyVIbu8Xi9PPvkou3f/Q79+g6hTpx4ej5udO3dQp049WrRoBcC7775B3br1KVKkKJqm8eef25k9ezrPPvsi3bv3BHxjn1G7tm/fxjPPPE6NGjXp17U1eF3M+mkNew4e5bP336ZhhYIAfLtgDZNm/JDuuF3L1akULl48i6JIShcKJ1HL/SIqwmzH5E0kXimKR7v8YNDP4zWFpPoAuNmg2+SYKLFrdkC7jO6G9+4JxHrCfIHlm99B+WtKoEgyByOrdsdz56cgFMwrnkDsmgNCoN87CxlcCHV6F9A8yDIt0Pou4JLLRn7hVgQ8CwGRajzqrpm4aw0m3hNyOSXCb8jwksRby9+W3qi0xr5gqIbyaXlwxoI1DH3oGsTWcYidMwCQnT7GUfMBHB5jOuJGyYlgcyO6ModY97fKzsNp/1h0Kdh5WGX9DpUO9W/dneiee3rSt+9AABo1asypU6dYunQxL774P377bQt//rmdp556lt69+17epwnBwSGMG/cJ27ZtpXHjpv6+PB4Pn332tT9Ra5UqVenRowvr1q1m8OBhKU+eCqtXr+Dvv//klVfeoHPnbv72li3bBOx3tWDRdZ0GDRoRFxfL/Pk/+IVUZuz65psviYoqyNixXxFsVRAXD9C0Y0/uHTCIr6fOYOJnH/mm6S5P+aU3bsni0m/fNXmUdF3kGRFlXj0GsX8xYcM3khRaieCEgyiTW2Gq1ivL36bDTQ7M617yiyhZvh2YgxEHlvhippaNIvKub1FdcSghhWHk78h1byC7jkOsfAbR7CnEsc2YEk4QH1aDkE6fYnJcQDZ4CEepduiYCB28ArH6BbR7Z12eJjTeKzODlBCrhRNU60H/w9+pmZGFG6Nhvi1FVHokJklC+85F+b4LuBJQJjT2b5MV2uOt2Z8kryGi8hpGsHkOMX+jGUWkf9NWhGT+xltbpbNFi9YBf1esWAm320VMzEX++ms7AHfe2TVgn2SB8+ef2wPaGzRoGJDtPiqqIAUKFODMmf8ybM/Wrb8SFBRMp05d093vzz+38/TTo7j77jtp3boxbdo0YcmSRRw7dizFvtezKykpiX379tCmTXusVisaZmThalhComjbtgN79+4hiRBkVEW/NzG9ccsPmEwKpqRzPo+OKwF1ciuCd09BmdzKtwpu1yxMzouYsrDkSZJuQ2/4MJiDfDFRvb7He/cEZPXevtWSTUbj8Kp4zJFIWwGY0h7av0miDIN2b8Kc+5D2c2hhpfB4NOK8YXh7zcBRqh1JmhWXppJYoD7awGXEapEYzvkbQ0pSeFBc2u0polRVIUkL4tBplX+OqNi9IejC4t/u0kwkRjVE7zsv8MCitdB6zSAuH+QXux0xPFI5xIU4wfVCRXTp2+9WEh4eEfC3xeK7CbjdbuLj47FYLISFhV1zTDgWi4X4+Lhr2iNT9G82W3C73Rm2Jy4ulkKFCqXw6lzNrl3/8NRTj1G/fkOefvo5ChcugslkYuHCeSxdujjF/tezKyEhHiklUVEF/ds13ScQChYshK7rxCUkYrFd8SKlN275Aa9XJ9FamtDBK1C+7+x7m172hG+jakYfvJIESwm83qwreeLRFRJCqhL+0DY0W5Q/j1Rkl89R2/yPBGsZNMyYPecQl20Rk9sQ2mcO4sdhEHMIseFt1OiumMPr4PFoxLoDPX8uTcWlqRieqPyHEBBs8mL3XHnM2RQ3mlDxaFnv9ZHCxJ6TVoa+o3D0jK/NbBI80M3CS4NULCLpsg1OxO65gQfHHkXY/8Nkq2jE6eVBDI9UDlEoQnK9aVtF+PbLLYSHR+B2uwOKVQPEx8fjdrtTiImsIDKyABcuXEjXW7Bu3SpU1cQHH4ylbdsO1KxZm6pVq+P13lip+LCwcIQQqXqTLl68gKIohIWFp3Jk/salmXAWaYje8sWAdr31qzgLN8CtZf17mUdXiLOW94so8NVei7NVxK2paJpOkhqF3nOab2PCfz4vWcwhn22dP8UZWhGP8XTKM6TzzpSpPiJN8QT9/rG/hqUvdmsr4Ql7sKhZW+NQCIixW+n49BURBeDxwvhFgtenqmhYrkyPX46JomBl36rdy17eMOchTGruuecbZAxDSOUQvVt5Ug0yvxpdCnq3ujExkB00aNAIgFWrlgW0J/+dvD0rady4KUlJDlauXJbmPkIIVFUNSAp76VIMmzZtvKFzBgUFUb16TX7+eS0u15Wkki6Xiw0b1lG9ek1stvwTlJxRzKrElnAYZcvYgHZl80dYEw9jzqbQjtS8XFe3OTQrzgp3obd9PWAf2Wgk7ppDsGs5V7vQpropGOLxl7QRQlDA6iDM5Mgxm3KKSLM94HNbVJ2CId6Acj821UNUsMdf2kcIKHA5EWumzmVKQJ3TG7HxXUxLHibK5iTk3K8oM+9BmdqesIQ9mJWsE1M6Zj6cKXCncbuetkKQ5DEjkJBwCvDFRGnDN6EPXn45BYoTkXQJRRqiP69hCKkcol1djdoVtDTjpISQ1K6g0bZO7vlR3XFHExo2vIMvv/yMadMm8fvvW5k2bRJffvkZd9zRlEaNGl+/k0zSsWNn6tatzwcfvM0333zJb79tYfPmTYwf/wWbN28CoGnTFiQlOXjjjVf4/fffWLlyGY8+OoKoqKgbPu/DDz9GTMxFnnzyUTZsWM+GDet48slHuXQphpEjR2XVx7sphIBIqzPg7dqmeoi0ZP1DWlUVwj0n/TFRqGZk0ycD3qbDvadSrYuX3SiKwKrHo+z4PqBd7FuE2R2TIzbB5fIpZ35B+aouEfp/mEwqkWoc6oy7sOyYdFuJqUhzIqalD2PZPo4wUxIWVScsYQ/K1/WJ0HzXjU31+MTOp+UJdxzAYrqcp2pOL8yrns6UmJIICPOl8BH7f0Kd3PJKGRtzENIa7iuwnUUkeUys+zPtF2NNg2NnIF4LxdtrBrLlC3h7fscldzCJUQ3QBy/3TY8XqGtk2M+DGEIqh1BVmPFyEjXL+x6CPkEl/cKqVnmdGS8n5aqknEII3n//U3r1uo9FixYwZsxoFi1aQJ8+/XjvvY/SjWO6UUwmE598Mo7+/Qezbt1qnn/+Kd5993UOHNhHkSJFAGjY8A6ee+5l/v13P88//xRTp07kvvsG0LFj5xs+b/36DRk79ktUVeWtt17lrbf+h6qqfPbZ19StWz+rPt4N45u6SMA0fwBhCbuxqLrvQXRhG6alI/3TGVmFruto1khkyYb+mChni9cuZwo3IUs2RrOEo2lZO2VyPRRFECkuok7r4J/Oo5wvJQYJ/6FOaU2E9l+Gy9JkFaoqCBF2lNm9fBndp7QhwnkQdXYPxOntKGtfxnJxJ5bscuPlIkLNHkxbPkbsW4yy8V0s2z8jLP4flKntIPYo6nediLS5CbFKlDl9wBWPMqUNYed/9XmVTv6G+GcWpsOrsGVw7U2sJxRv1y+RVXv4Gi7s94mooAJow7M+SagQkpDrOD6DbaDrEOcNI6nxc/7AcpdmIqFAA5+IyobpcYPsJ9N5pJKSkjh16hSxsbGpxq00apT10zu3kltdtFjTYP2OlJnN29YxMptnFbm5YPSNXlORViemBQMRh1aDyYZ+/zpwxaHMuAt0DVlnEO4On1zOIp41CAERpgTUxNMkBFfErZmwql5CHQfRQkumuuIou3MZCSEooMSgTu8M5/eid/4UrfZQ1INLUBYMhciyaPevJ5bCmUoEmhUEq06CDv+EsuiBFNv0Jk/gafYi8dmYyTq3FM4VQhCpXsI0vQuc2x248fK1mxBWHZCExe5A+e7Oy/Uor6Df8RieFq9karyCTB6Cjy1HmT/oSmOpO/D2W8wld9amGzGZVL5fG8RTn6cu2AtGwPYJGkHq7eOFzClyIo9UhoVUUlIS7733HgsWLEDTUkp5KSVCCPbu3Zvhk9vtdsaOHcuKFSuIj4+nUqVKPPbYYxkqT7Ny5UqmTJnCoUO+t9AKFSowdOhQunZNf5n89bjVQsog+8nNY3+j15RF1QlN3Ic6ta2vbpwQ+FWMLcL31m0tl+VL0IUAVVXxXtWx2ez7O7U7ya14mCuKIFK5hDiyDme5Lti1IIJVF0GnNyCL188REZVMiMmNbecElDUv+dtk9XvxdP2KOHf2xtndKiElhCDY5MbuueIusqkuNCx4NOHfp4ApDvXbJhB/0r+f/sAvJITXxK35JkdsJp2QkytRfujr30dWaI+392xiXRkv4+OfJkyezrsKWeVuvHd9Q6wnNI2jbwyXDKbLsyp7jga2CwEL3tZpXs2JrueeUI38Sq5OyPnOO+8wb948WrduTZMmTYiMjLzpk48aNYo9e/YwZswYSpUqxcKFCxk1ahTjx4+ndevWaR63cOFCXnjhBTp16sQjjzwCwPz583nqqadwOBzce++9N22bQfbj9XrT3a4oSkAAucEV3JpCYmhVQu9fjzqx2ZWHhcmWbSIKfFrNe03HOb0iTtclsRTAWr67P5mhQ7Oil2iHW5pzTEQJIbDgROxZENh+cguqJw5VDc6WqdAwkx2PNAO+B4pJFYSqDuI8QVmeoyjZ26Run4Cp4WPEeUIIUlwEn94AkeWID66MRxOYFQ0Rdxwc5wM7+HcZ1oaVcBOMEBAkEhG/fhp4jpNbUeOPYb7c1/VtghAbKHP7+afz9PvXIn5+C7F3oS9mqsrd2Cr3xenJugdskJrEsg+DmLVG8M1ihdhEaFFb8vowSfECbkNE5WMy7JFq0qQJzZs355NPPsmSE2/YsIGHHnqIL774go4dffXQpJQMGDCA2NhYli9fnuaxgwcP5tSpU6xZs8b/oNV1nQ4dOlCyZEm+//77NI+9HoZH6tbw33+n6dPnnnT3GTbsQR544OGbPlduHvubuaZ8y7m3oUzvcqVRNaMP+5mEsBr+t/ycJLdML91q/KVTLsdEAVCsNpzZ6ft3eEm0YT8TK4plqdDzlct5Fyq0Ry/XFmkKQok5gLLiabTuk/0FnLMC32eMQ515F+LMDmSt/mhdP0c5stYnYszB6MM2YA+tSEjcXl9MlNfpKxodXMjvmdJbvYS74ROYhNcfEwVA2RZwcptvms8Sgj5sA/FBlfHo1xc/Po/tXtTZvdGGrCLBWpYQkYBp2WPIsBKZnibMDKpJxem1oQMqHiyK54a+4+SQ06u/L0UROfZikFfI1R4pl8tF48ZZtypr9erVhIWFBUzjCSHo2bMnr776KgcPHqRSpUqpHmsymQgODg7wViiKQnBwsD8RokHuplChwkyc+N119zFIHb+ImnmXr8FkA6mB5vEt775/ba4RU7cnAoGOcPtyrulNnkBv/RrKvh99MVNeJ2huRBbGFoeakjD//hnKb5/Dti8R/RdAwWjE5JaQdAn1h95EDviJS86smVKUEqRQIcT3EiD+mYXpzN9wYZ9vozkYaQlFkV6IPeYXUfr965ARZXxxbWd3Ic7tRhXSt9LO6stFp9/xGFqb11HP70H5rqMvk73Jhszgghafx7YaYY/vJj7JhNcriSWUyK5fokuRrbFpmlejUITP0xgX50a/AadjshBHQKzXJ35tqpsQsxe7x4xTu7UVLwzSJ8M/45o1a3L06NEsO/G///5LpUqVUkzdVKlSBYADBw6kKaQGDhzI448/ztdff03fvr659Dlz5nDkyBGee+65LLPRIPswm81UrVo9p83Is1gVD+KvyaBr/pgoPI4rMVP/zMba/GXc5P4afvkRKSWxegEih6xC+WcWnlpDiU8yE1zhboJ6f48sXp94c5ks9ZI6ZTCWOoNh+wRIikHM7AGqGTQPCAXZ+hWSsrgYbqwnlMgeUzH9ONS38OH85RjZkMJowzcRZyqJ5pXI0h0IvncWRJYlIaw6Hq9K5MBlqFs/w9v0GWIv12iM7DEF0/7FeKJ7EO+0YomsTdjQ1ciggpdX2mV8vNyagm9y4coxWR0XlR34vZlz7wUpiew7HyfBBJ/ZgjK7FyF950PR5oaYykVkeGrv77//ZuTIkUyYMIHatWvf9Ik7depEuXLl+OabbwLajx49SqdOnXjttdcYMGBAmsf//PPPPPvss8THxwMQHBzMRx99RIcOHW7KLillmjEfJ0+ewOvVKFSo2A30nPwmZbhlbz25d+wvXDiDyaRSqlTpTB9rcsUgVj8PzZ/BGxkNUsd0fifsnI5s/SpeS4FssDiTNpp8D+5r46puJxQtCV29snpS8TqQpiCfByaLEUhMsf8iJjQB15UKBHLAIrRybQPsyCoUrwN11yzETyOvnK98G2TfuXjNkVftZ0cqFqRyRQComh1NDfQOKdKDLq7sI3Q3KOZsGa/s4maue0V3of75LWL5UwDIUo2h4YOIRQ/5Yr6CCyKf/BePGnadnm5Prh17s1nNltQ8AefM6I5z5syhWLFi9OvXj7p161K6dOkU3iQhBO+++26GT57eh0tv2+bNm3nmmWfo1q0bnTp1QtM0fvrpJ55++mnGjRtHmzZtMmyDgUFexWuNwtTpIzTT5eSCQsFbuDZK6/+hWSJz2jyDy1wrXnTTLfASXvt+LPWUbVmA4rWjHlqJWPJIQLs48jMsfQJTl//Da/UlxtVNKafTrhVRQICIApBK7gjXUL0JaKYr4kXxJIKiZrk41RUrSu2BEHMQ8duXvpix5LgxWyRy+Aa8au73rN1OZNgjVbVq1et3lon0B3379kUIwezZswPad+zYwX333cfYsWNTTWUgpaRly5bUqVOHL7/8MmDb4MGDOX36NGvXrs2QDalhBJvnP3Lz2N/MNZUXuF2DzXMCkyoIdx9DvRwT5ctVYQGvC4SC3m8B9mItcGpZI0yEEETZHCiflPGdI6Qw+tA1iJXPIg6tAkDvM5vEMt1weXLfby+j+Fcmrn8Nre1bxGrh2BQXwSdWgzUMe5FmKabZsuK6L2BzY5rZ1Rdwfxn9gU0kRNbD7bm1iW/zErk62Hzfvn1ZeuJKlSqxatUqdF0P8GwdOHAAgOjo6FSPu3DhAufPn6dmzZopttWsWZNt27bhcrmwWjOec8TAwMAgr2MTDsQ/My+LKAU5cDFEVUR829wXM7X5Q4L6NsOZRbOsUkoS3BbCBq/0rQq8dybx5lKE9piKadnjyMJVcJduk6dFFEABczzq913h7C7UC3sp0H8R4vBalPkDAUHIoKXohRpnaVZym+pGObUFTm0PaBcrxxDSdz4ekXWrLw1unhxb0tOxY0fi4+NZt25dQPuPP/5I+fLl0ww0j4iIwGq1snPnzhTbduzYQWRkpCGiDAwMbhib6iYq2ON/i/UVGk4iRM3dXrVEbxCeho+jN30SfcAitDKt8EZURHtgEzK6K1qfH4jN4iSgbk3FHVUNOXgpDksxvF6deC0Mun4KjR4lwZv3Fzt4dQW9rK/skDixFfWrOj4RJSWEFEYWqIBG1k0/WpXkFbmXk4naIpGVfSlOxMnfUOf0zvISUAY3R6YltJSSPXv2cOLECQBKly5N9erVMx3M1bp1axo3bszLL79MbGwspUqV4scff+SPP/7gq6++8u83ePBgtm3bxv79+wGwWCz069ePadOm8fLLL9OpUyd0Xfcf++STT2b2IxkYGBgAl5eY/7cJZdUYIoesJt5UhDBiUWf0wFZnEFTtj13L+oDtrCLeG0JY0+fxSDPWy7E78eYyhNwzlXiPLcu9GMGqE8vBnxBLRxEydA1E1iZYj0FM6wgFo4m8a0KeWCmXHvHeEMJbvIpZ6ii/j4fEM74NIYXRhm8kTi2ZpYlVNWFBRpQBWwRIifbAJrTgopg2vIGy7Utk8fpoGcilZXDryJSQ2rhxI2+88QanT58OaC9ZsiSvvfYaLVu2zHBfQgi++uorPv30U8aOHesvEfPFF1/Qrl27dI99/vnnqVChAj/88AMrV65EURTKlSvHhx9+yD33pJ/k0cDAwCA1VFUhRMahzOkNUked1p6IQUsR84cgTm9HnN6OrXg93AUa4MnFMSoJl3MkJfvlvZokTsv6cjRCCILMOsqyx8HrRJnWnpDuk1E2vAEXDiAuHECt8wvW0l3y/PSeR5oxl2gEjL/SGFIEaQ5F92btteDVJPGWsoQP3wRI4i3l8Lok4S1fxVyuNZ5SLbM1D5ZB5slwsPkff/zB0KFDCQoKomfPnlSuXBmAgwcPsnDhQhwOB9999x3169fPVoOzGyPYPP+Rm8feCDbPXYSoSdj2zUZZPjrFNr3pk3iavkB8HpmuuhVjb1Z1wq6u+XgVevt3cNUZQaI393rwMkKQ6iL4xBqU+QNSrHyUpZug3TfPnzQzmawY+8ur+ANKPVnNIs+L0uwmJ4LNMxwj9dVXX1GoUCGWLl3KSy+9RJ8+fejTpw8vvvgiS5YsoVChQilW0RlcH8uhpYSuGeXPgCzcCYSuGYXl0NIctszA4PbDrgXhqj4AvfWrAe2yZj+8zV/KMyLqVuHRFOzh1dF7Tg1ol1XvwVv/4TwvogCCrQJl6WM+ERVaFH30v+iNfOkexImtKP8uxWrKeg+lVyNFvcz8JqIUReCRVhLcIVywh+DwBiPULEz3f4vIsMU7duxg+PDhFClSJMW2IkWK0KdPH6ZMmZKlxuV3LP8uJHzFMITUMcXsI77bdMKXDsJ8Zhu2vdOJ7zwFd+Wet9SmI0cOM2XKt/z11x8kJiZQsGAhGja8gxdeeJWTJ08wbdokduz4iwsXLhAZGUn16jUYOfLxgISSy5b9xLvvvsEXX0xg1arlbNiwDimhbt36PP30cwGlX7xeL9OnT2X58iWcPXuGiIgImjVrxciRjxEREenf795776Zy5Wjuvrsn3377FceOHaNYsWIMGDCEu+7qfiuHyCAfI4TALF2If5cFtp/ciupNRFGCjFpnV6EoghA9BmVdoPAUB1diitmHJbxmpssUqaqCw2NBlwpISajVg6alX+A8O4lzWQkfvgH1hz5o/RcRpxQnpOX/MAPYInFX6o7TY5RiyiyqqnDRHsTjnwnWbBdICWHB8HgvG4/00DCTN7zYkAkh5fF4CAlJe142NDQUj8eTJUbdDlgOLSV8xTC/q9h05neiptbyFegEkJLwFcOIVyy4K3a7JTYdOLCPxx57kIIFC/HQQ49SsmQpzp49w8aN6wG4cOE8BQoU4LHHniQiIoKYmBh+/HEeDz10PzNmzKVAgaiA/t599w2aN2/Fa6+9w9mzZ/jqq3G8+earjBt3Jc7ggw/eZsWKpfTrN4hGjRpz7NhRvv32a3bv3sm3307Dar0S27F//z5OnBjH4MH3U6BAFIsXL+T999+iVKnS1K2bt6eUDXIefxHe2d0Rp//wNRau5it7EnsUdVp7IoeuJVYpbIgpLo+XEov6XUe44EtbI6v1QBxcCZ4klGntCbt/PfFhNfBoGZta8Ugr2w+Y+N8khb8PQuFIeKynwtDOFmxKEhmMRMlSfDFL5Qh/YDNxLiuaphNPCOEt/4dE5IuViTlBojuI1k8onI250pbggHenC05fVHlruBWzcOWcgZkgw0KqYsWKLFu2jIEDB2IyBR7m9XpZvnw5FStWzHID8yuWI8sR8oo7WCCRmhtxuYyJQIKUWI4sv2VC6vPPx2KxWJgwYSrh4RH+9i5dfIVx69atHyBYNE2jWbMW3H13R1avXsl99/UP6K9Zs5aMHv2M/++EhHi++mocFy5coFChQhw5cpjly5fQr98gHnvMF5Nyxx1NKFasGC++OIbly5fSo0dv//Hx8XF8880UChf2eUXr1KnHn39uZ9Wq5YaQMrhphBAI6UEk+e7sepPRyDavIXZ874uZcsWD5kKYBLmx3FB2IETKhOhCCKSUSAm6UFEK10BcOIDe/h289R9GjT3oi5kKikKGFEFHISPjpWNmznozY766IrrOxsD/Jin8uEmy8O0grIojiz9hxvBqkhiHGbhyzzYCvm8cVVWZt5YAEXU101YIXhxkIsKaz4RU//79efXVV7n//vsZMWKEXzQdPHiQSZMmsWPHDt58881sMzS/YW/1HqaYfZjO/B4oni4jEXiLNcLe6r1bYo/T6WTnzr+5555eASLqajweD3PnzmL58iWcOfMfSUlXXK/Hjx9NsX+LFq0C/q5Y0bdA4cyZ/yhUqBB//eV76+/UqUvAfi1btiE0NJS//toeIKSio6v6RRSA1WqldOkynDlzJlV7hZBIGfgmLJB5qmaXwa1D1yWxSiEih65D/DMDT50RxDtMhFTth80chCzTgnhTqSxd6p6bURRBpBqLjslfVDhYdRFk0Yl32/Bowle0uOuXqHUG4irRkkSXBXNoVcKG/QxBBYlTimZ4kUeS18KLE1L/bf55QLB5l+DO+greLF4lZ3DrSfKYmLch7elQKWH7PrizvpInfm8ZFlJ9+vTh6NGjTJ48mT/++CPF9gceeIA+ffpkqXH5GWkJI77bdKKm1grwRIFPRKFaiO82HWm5NYUpExLi0TQt1Ri4ZMaN+5TFixcwaND91K1bj9DQMIQQjBkzGpcr5ZtDRESgIDObfWUU3G7fvvHxcQBERRVMcWxUVEHi4uLS7S+5z+T+rkZBQzhjwRZJ8mWu4gavC90Ugsy5XLQGuZhkMRVU9xHsHt/1ateC0Cv2xIMNby5c+ZkdKIogUolB/a4zSpGaRHYeh1uaCTqyFGXJo4QN+5mEkCp+MWUt2ckfCO3RFBJCqqEjMiyiFEXw17/gSScU6pvFCi1rmTALd1Z8xHyBogjCzUkkeIP8Yx2iOgCJXcs+j9m1nkpFEZma7hbiyqrEtLCYIa94fjMVHv/ss89y7733snbtWk6ePImUkjJlytCuXTvKly+fXTbmS4Q7gfClg+AaEQVXpvnClw4irsfCWyKmwsPDUVWVc+fOpbnP6tUr6NSpKw8+eKVAqcfjISEh/obOmRxMHhNzkYIFCwVsi4m5SOXKqZcJuh4KGsJxDpHwH1guQlRFX4bgC/tB86JEVUI3G2LKIHV0XWLXA2unJWlW8spNPSsIVp0omz6E83sR5/dikhK1XGtfzihAnTeAsIe2EePwPUKuXU3m0SAz4yWEwOFMf58kF+hSYDiUfSiKIJLzqHPvJ6L7FOLUIthwYNs3B7xORM2hJGpZG78lBESaEkBqxOkF0HWJVfUSanLi8Jov/06uT5DZw7CuJjb/k/o92KRC/cq5M2VNamR6nWH58uUZMWJEdthyWxGy8UXMZ7YFtElEwDSf+cw2Qja+SGKHL7LdHqvVRp069Vi/fjUPPvgI4eHhKfYRQvi9SsksXboITbux4l316zcEYOXK5VSuXMXf/ssvG0lMTKR+/UY31C8A+mWb3Ilw8QBoXtA9gACZRcXGDAzyKYkeK6aWL2OKOYw4uByxZx5izzzfxrASaIOWE+eycHXM0PUIVR1oUiVJ9z1sVVUhTHUQ5wlC03QaVkn/+O4tdIItXnJwAV+uItKahDqhPVw6gjq1DZEjNsOehf4caFZbBFrlPiR5zdfpKWMkiyh1Xn9E0kUiBi3HqYYTfH47yoxuBPeYCmXuzJCY8np1OjaQVCkD+4/72hQF9MuX08tDdGzmvLN4zXglzyHc5bsgheKP10mezrv6bykU3OW7pNdNljJq1JO4XC4eemgoS5b8eDmQewWvvPIcAM2aNWf58iX88MNMtm/fxuTJE5gyZSKhoTfmMStbthx33dWdOXNm8OWXn/H771uZN282b7/9PypViqZz5xsLstdRkWHFkSGXpyk9SX4RJQuUR7eEG94oA4PrEOsJRe/9HUSUCWjXh28gTi2eqdiVMJMD6x9fEHx6HUGKC1VViNBOYfpxMJFqLEIIwoK89G6dugciKhz6dwDt2sRKtzEuN+gtXvD9EXcC5f8qXkkkW6A8suKduPQsrAFokiiHViCObYRzuzFN70Lwwfko07uC5kFZ+ijBVkFGq8UFmZJY+bHO6HslhSKgUjEvjarC9Fd1RnTVfKEYeYRMeaT++usvpk+fzrFjx4iNjU2xFFUIwZo1a7LUwPyKu2I34jtP8adA8BZrFJBHCiF8eaRu0Yo98AVzf/PNFCZN+oavvvqcpCQHhQoVpmHDOwAYPfpZFEXlu+8m43K5qFGjFp9++gXPP//UDZ/z2WdfokSJkixdupi5c2cRHh5Bu3YdGTly1E0Vn9alihpaFOxXTVWqJrCGI6UhogwMrkew6kIcWApxxwPaxZqXCO08jrgMxuCEmFxY/pmKsvFtEILgPrMJLt4AZXJrSDyDOvNuCgxZRYxTMnaUSqFIhSnLBO7LDolGVWHyizqh5iS/x8IA7JoNKvXE1s3rSxiqXR6w8JJoQ9cSS9am6XB6BOYK3bC0fgVlw9twbjfKogd8G63haMM2EO+yZLieo65LbIqdFweYeKanRMTEoBcrRojZlecWFGS4RMyPP/7Iiy++iMlkoly5ckRGRqa63/fff5+V9t1ybnWJGMuhpViOLMfe6j2kJQzhTiBk44u4y3e5pSIqv6HiRlzYf+XmkowlFBlVEU1eJ9LxFmGUiDHIDCZT4Ko1VfUF+aZ2F7+ZsQ9SnAQfX46yYKivIaw4MqIs4uRWAGSNPng6jyPOc30xpaqCCO8p1MktwX7+8gexgdcXFKX3noHjqikhKcw43GYSkgRWCwRbNIJMrjyVu+tWXfchahK2PdNRVl5JM0NYcbThvxCnFMmWGKNImxvz3D5wZL2/TR+8goQiLXDfQA1K1etBnDkDFjNa0eI3nSssJ0rEZNgj9fXXX1O+fHmmTJlC0aL586afE7grdgsQTNISdktiovIzqqIjzh+6LKIERJYFj8PnnXInIuJPoYSX8mVONjDII4SbHJg9MdjVojh1MyZVEK7/hzSFEOsNy7AnICNowgyR5UG1QHAhtGEb0C2hmBY9gPh3GbJITV/gd0b60iRxppJEDN+EOrEpJF26IqJ6TQsQUQBCeggxewi5KrTH8ESlxFcXctYVEWUO8oUxJPyHOrUNEff/TJyatWLKpnpRz/wJxzYFtCsrnyFk0HK8SoFMCV7V40acPYN0uRDmvFcaJpkMP0lOnz5N//79DRFlkOvRdAUZVQEUE7JAeWRQAWRYCV/MlDkIGVbCEFEGeYpwkwPzlvdRvqxNyMXtBFt0wj3HUb9tijqvP5GmhAzHpmQEt6aSEFEL/f51aMN8MVGx7hC890xE7zMLd72RmczoLXzRytcuuVPMt9NiyCzFahYo2y7Xty1QHv2JA+h3f+P7O+4E4ujPWLIwVYRF1Qi59JcvJkr3+sIkqvXwbbwcMxWpZnwF99UiKq+TYQlYrFgx3O68E/xlcHujCStq0ZroOihC8S3WCysOFM8103oGBhlBUQRmXCh/TQHdizKjG0Ft30DZ8ik4LiKO/4IScwBzVKMbmlpJC7emEh9eCx3VH1ge6wnFWqYbrkwsqEoOLFcnt4LLWeNRLaC5UeYPJLjPbCjRzr+azyBjxLqDiByyGvWnh9DuGk+sFklQpZ7Y7ga8TpwV7sqyFXsAGmZkeCkILgQeB9rwjWihpTAVqYmy4W30ko3RMuCbEQKUpCSUC+fQXflDU2T4tbxfv3789NNPN7zU3cDgVqPpSsDqPF2qhogyyHPouiROFkAbvhFsET4xtfZlcFwEoaD3nY89slaWiqhkPJpIsTovMyIKwCaSEHvmQ6IvHlDvPQN91G4IKQxSomx4myBDQ2UaXZfEyoJ4ek73B5bbNRtJFXvgrNoPuxaUpefTNJ04tSTa8A1owzcSb6tAnMuCu8Eo9H4L8LZ757oxc0IIFHsi4tzZfCOiIBMeqRo1arBq1Sr69OnDgAEDKFWqFKqa8qHUqNFN5P4xMDAwMEiBVwNHcEVCuo67EgAOyLpDcZdujdOVe+NL7F4rSu3hWJxxULQ2jjJ34sbmi5la8gjentOIc9nIqTm+cJMdKQUJl5NXmlRBuNXtL1Ccm9F1Sew1Y+fQs1ZAXU2ymBKKTnImigRvMNaSHVMkZb0WIQRKXCwiNgaZXgr7PEiGV+1VrVo18MBrJuSllAgh2Lt3b9ZZlwOkt2ovJuYcmualUKHiKT7/9Uhr1Z5B9pObx/7ChdOoqpkCBQrntCnZgrFqL2swqcIXEzW5lc8TlYyiog9cir1QI5xa4DRObhv7MNWOF5M/sFxVBWGmJOI9QTm2Ii/cZMf8y1sQXAR3/UdIksGEu4+hzu2L1u/HTOfLSia3jX1GsZoVXJ6rV4UqCK6IphtFESBiYhBxscg0ZrVEaChasRL5e9Xee+/dmuK5uRmbLYj4+BgSE+MIDQ1HCCNg2eDGsdvj8Xo92GxZW8bBIH+hKIJwLl4RUUJBb/4syu9fgyseZUY3Qob9jBZRD08uzr+TcE3eKU2TxGo554kKNnsx75iMsu0rACyApeZ9KJNbQtIl1KltiXxsJxftudfbl5WEmRxYTm/FWqIx8Z4Qf2wbXifx1vI3LKYUAcqF88iEeGQu9/DdKBn2SN0upOeRklInLu4iTqcDIRRU1ZRhMaUoyf1nlaUGGeVWjb2vvI8MiMsSQiKvWSauCImm63i9HqzWYIoUjMSmeDK5CipvkJvezBVFEGm24/YKEi/HjwSpLoKtgliXNVd6LJOJMNkx/fwKyl9T0PvOx1mqLVbHMdRJLZEFK6P1W0SsFhHwNp+bxj6nMJtVPJ4rCkBVBVL67vO+wsyXUL/vBOevmUkRCvqARdiLNEvh6UuPZM9HWJgN8I39tbm/ciNhJgeW3z9D2fQeeoMReNu+i+q+5BPvXqcvJuoGxJRfRMXHX/cGnJc9UoZLJRMIoRAZWZioqKLYbMGpxoilhcmkYrpeuWuDbOFWjL2qSKzeGKwXd2BRfPP/VsWD9b9fsWH3izmr4sZycgMhwkF4WARFCkYSHrsTy8bXiDDbs9XG2xlFEUQol1Cntce6ayqhapJPRB1fifJ1fSLkOf8UcG4kzhuCt83b6A9vw168JXa3Qry1PPqDW1IVUQY+cRCeuJsQ1Zezyudh+Y9IcRFF8SUyjdULoA1e5cs1dxV633k3JKIiOU+kuDL1GqImEeE85Lcht2JSJOJybijlj4mYF9/vE1GJZ8EVj7iwDxOZS1OgCFDOn8uQiMrrZNpneeHCBXbt2kVcXFyqP9wePXpkhV25GovFhsViy9QxxtthzpHdY29SFSIc+1BmtQavC73Z09DmVcT8wYj9SyC4EPpD29BMIZh+HIo4uMJXUuGBTYjYQyjf3wmaB5NqIaz5y/nSM5XThJmSMC193FfWYvXzWHUNwoqj/DgMAHVef8IHLOVSBqvX5wRx3hBMwdXwXnYLeDWINZdF1/Q8JaIURSBEytWAWUmYyYHljy9QNryN7e7xiCp9sLgvoE5uDdYwIoesJlYpiCIAVxw4YwM7+O9vzCWa4yRjQipZRKlT24JiRhm2Ft0SjmnvDJQVT2O7ezxU6uUr65ILifWEENlnNurcfojjvyAOLPNtEMKXeb5kO5yZ+G34RVRCQr4XUZAJIaXrOm+88Qbz5s1DT2dgbgchZWBwNZou0UOKIgpXR/z3F8qvn8JfU3wZnAFZtiWaasOpmQlp+hTi8BpwxaN+08iX2E7qYAmFevfjlNm34uZ2JsEbRGTnz1DP7oaYgyhrX7qyMbQYWq/pxHuCgNx90/deM7eS21eVXY2OCafXys5DYHdCvcoQGqRhEVnrrRECzKpE+XsaAMpPI7Ge34eyazYknoHEM4gzf2Mt2YagpJO+0jXOOBAKBEWB4wLKhjexCIWw+hlLPGpV3IiDayD2mM+GKe1Rqt6D+PVTnw2bP8JavRf2XPoeLSUkUoDwbp8jvq53ZUORmugV7yQpKePFj283EQWZmNqbNGkSc+bMoVu3brz//vtIKXnmmWf43//+R9myZalZsyaTJ0/OTlsNDHIlUkpitUi0/ouRxer4GpNFVJV78Hb9klhPKE7NhL1QI/SBS3z7aG6fiDJZ0YdvID6oEh4t904v5WWSc+7ow38Ga9iVDUJBf3ALcWqJPCVK8hoeaWHRFhvVhij0eFlh4FsK1YcojPrMhFtmrQdWSojzhqIN+xkiSgOgbP0/n4jicm2/Ys2Rmhdxdqfvt3o5Jkp7dAcUrgaAOLQCk5IxT1+S14yrYnf0Oz/yNcQc9IsooiqiDV1DrCtzL0nhJjvhpivT/SZVEBXixZQNU9CqqhDmOYnyfefADWf/QVnzAuEZDDtQkCjnzt5WIgoyIaR+/PFHWrRowYcffkirVq0AX26p/v37s2DBAi5dusTu3buzzVADg9yMlBIpVAgOTGMgIwJr+ukA6rUucoEUKvLa8hkGWYpVOOHIz+BKuNIoddg1hyCM+LTsQlEE/54y88gngmtzMC7+RfDKRAVdZNzjkRE0TZJoKo7e45qX+0p3olXsTJJmxalZSCrdEb3XNH9geaw3HG3wSmTdoWj3zSM2A0WZk0nUgtDrDYeSDQPa9fvmkqAUyVSKB19ahrcx//I24Sa7L/2F+xjqN40Idx/ziymzKikYqmNWr4iWCLOdSHPqC6bSItLmRp3S1hcTJQR6l8+QZZoDl2Om/p5EsDn93E8K0ueJSky8rUQUZEJInThxwi+glMuRs16vb2CDg4Pp1asXc+fOzQYTDQxyP5HmRExLHvJN2wHJhc+UbV9h3vqRL2ZD9RJ2aYcvJgpAMfn28zpRJ7ci3HUEYz1C9hCkOn2B5fMH+RpCCl/xVqx+AevuaYSojhy0MP/i1Cz8b3Laj5qZawQOd9aVMgGfhyXUfQJl/uDADQdXoe6d6w/+dmhWHGW6YC/SFKdm9geguzt8TKw3PFOFoEPUJJQd0+DU9oB25Yf7CNPPZ3jlWLBZw7JnNsq2L1G2fYn5l7eIcB/zTUHGHEKd0poImwezKgl3/IvyWWXC7PuwqJIIsx3zqqcxLRuVKTFld0r07pNAMaH3nkFStUFofeYgy7SAojXR6wxJt9zM7eqJSibDQspms2Ey+UKqgoODEUJw8eKV1QmFCxfmzJkzWW+hgUEux2xSUGMPIQ4sBUBW64n+3FlkcV+sgfL7V1ikgxCTB7HxbdA8YAlBf+g39EErfILKFY/y+9cECeNhnh0IKcF9+cESWgztgc1owzdBVCVfmysBxaiemy14NZU/D6S3HWIz50BJFyF8Lzbq5NZXpvPa/O+KcP5pJLZT67GafA/8JN2GU7viEdN1SbzbmikRFWTyYDu8GGXF076GqIrIJk/4/h1zEHVaByItGQuQSvKqaNX7IEs19tm77SuUL2temYLsMRm7Uyc8SEf5vhPYz6NOaUtY7F+YVz2N+GcWYu8C1B1TCLZkLF+BUzNjL3wH+jPHcZTuiMNr9nnn+szGO3AZsVqBNBc0KFJHOXvG54nKQ4sespIMC6kSJUpw4sQJAMxmM2XKlGHTpk3+7b/++isFCxbMegsNDHI5Hq+OI7wa+n1zkdV74+36JZdcQb6YqTLN0e5fRzxRxLqD0Hp+h6zcFX34RuKDKl2OmVqKrDsUT8vXjBV72YRDD8JZqRd6r2lowzcSp5YgVhZEG7oG2XUc7gaPpUgYaZA1CCSFI9PfJzgLF7NJCS6PQG/6FOCLiXI2fPJKzFSRGuilmuLRs87965YWZPl2EFHGJ6KGrUNv+4Y/Zkpv+iSuDFZFkRJitXC0vgugcGBFEf3emdiLNsepWUhIEuj9F4HJCp4klCltEP/M8vVRsSNanWE43Bn/jE7NzCVPmD/zvJRwyRNOrBaZtojSNZ+IsttvWxEFmUjI+f7777NmzRrWrPFNXXz11VeMGzfOX1tv+/btDB8+nGeffTb7rL0FpJeQ82Yw0h/kHLdq7INUFxZFI87jE0NCCCItSSR6LXg05XIbRJiTsGs2f2C5TfViES7ivfnvQZ7brvsg1Y0bmz+wXFEENsWNI51pi7SIMDtw6WZ/riGzKgkxuYhz23LFMyW3jL2qqkxdZePZr1N/b69ZAZa878GmZO3qvVA1CavnAg5zEZI0K6oqiJDnkIqZOL1AlpelSe4foaCFlgJAS4zB6jyNM6gkdm/G1aI/JmpSi4DUDHqjR/C0/J//XmExQciF3zB91/HKwUVq4BmyjjhPULZeh4rX45vOczqzRETdFgk5hw8fzmuvvYbb7YsWfPjhhxk0aBD79+/n33//5b777uOJJ57INkMNDHI7SZrVL6LAF4B+yWXziyhfG8S6gwJW5zk1U74UUbmRJM0SsDpP1+UNiig75jXPEXJ+Kzb1crxK0kFMCwYSaUogk6U48zWapnFfO0nj6ikfkOEh8N1LOiFmdypH3hyJWhBxlrJ+D4umSWIpQqyW9SIqoH9ZKNCGoOgbE1GTW/pElFAgvCQAyu9fY/7lLcJNdhRFQXiS8G67JqD+0mHs/x1DKlkbd5aMEKB63Chn/kMmJd3WnqhkjBIx12B4pPIfxtjnHPlx7MPMSVg3vob4fbyvaPCAxRBaDGVyK3DbkeVao/X5gUuZXO6e1eSmsRcCkrQgtuxW+PpHBbsTujbRGdoZwqxOpH6TVXFzGTcz9lbFQ+iFrSgz7gZA778QWbIxyqzuiJO/IUvegdb/R7y6ilj+JNa9vuk8CleDS4fB6wJzEM5BP+OJqorTk3WqXghQkpJQLpxDv3YJ5s32nYc9UrdHNUYDg3QwmVQSnBYQAoFOqNWd62tjZQcmkxqQ8FEI3+qn23Es0iNJD8bc6DHUf2aDMxZlejdQVNA1UC3Itq9jvwEvV35GSihgiqVLAystalrQpSDEomETDhI9WZv6ILdjUgXhVjdxLou/vmPY5XxRCd4QXLoZUbgJIf1/BCT2os1xuS1E9p2PuvFttJavEOsJJQgHZrcvlYenXEeOtJhBpOtfiixsB7qXJHsSephKViWZFUKgOBIR58+jezxZ0md+IcNTezNmzOD+++9Pc/vw4cOZPXt2VthkYHBLEALcMpipq4No+biJiv1Vur1gZu3fQXhk7izlkF1YVS8R9r3+JdNCQIQpgQjHfixq/vIW3CxeTRJvLYf2wCYwX57KvexR0YesJCGyDm7NeEe9miDVRfDJ1YTE/kOIyUmQyU0YF7D9+k6KZfrimnnR/DRNalIF4Z4TqJOaE+E96fvb5MCy5QMsv31CmMm3atepmbEXbYa9iC+wXEqI9Ybjav02sVo4INh2vDA7ak7C1fINdtX/noajC/PorIac67mO8z1W89qqJiR6s6bkkRACJS4Wcf4c0hBRKciwkFqwYAFly5ZNc3u5cuWYP39+lhhlYHArcGpB3P+ewpgvBSfP+9Kf7D4CfV9X+GKhilfeHm/KVtVLaMyfKN82wbR4BJHmRCJMCZgWDESZ2IywuF2GmLoGgY5Izkx/NW67kUbhGmyKi+ATq1HmDUCZ2p6whN1EqnGYpndBbBmLacnDRF7OnB2kuoiyOfzXmxCCSFNcphNM5lYibG7UKa3h/D7Uya2I0E5j3vI+ypb/Q9n8MdZ9cwky+z67U7Pg1K/cg6SEBLdPVEkpKVUY2r5UhHFnxtD6xaLYk2DhrxYemt6Qx+Y24b9YC1bTzf9uFQFKzEXEpYtITwaXHt5mZFhIHTt2jOjo6DS3V6pUiWPHjmWJUQYG2Y2iCPafUFj3Z+qvux/OUrBncZLA3IpNcSP+mgy6F/HvMkwLBmOa1w9x5GdfvMWO77CJzFV+z88kB5Yrk1uB1+mb1jP5PJjKrO7+AHQDHxpmKFDON0ZeJ8rUdqjfNoZzvkoYslgdNCl8XqsTq1E+KUtY/C5sZkmkegnT9C6YFj+YL8SUwynRu33lc7PZz6OMq4Ky5f8AkMXro1XtgdObMW9miNVL23qSFyYFB9Tw++k3Cws2W3lpsMQkbu46TM5WTtwlpNd4mUqLDAspr9frX7GXGm63G5fLuNka5BGEifGL054zkBJW/y4wmTL8E8mzxHmC8XT8BFnjPgDEkbWIY74ccXqdIXjbvEm8kd/Kj00kwY7p4LaDakEfugbt4e1giwRdQ2z93BBSV+HRFRJCq6MPW3dZTLkg/hQAequXcTcYRaIWTLAVlEUjfGJrWgdCji/HNKMrnN2F+Hcp6tG12PL4u02SZsFRsi16z2mBGwpFow1YnG7OpmuxKC6+elqnXYPA/UOCYNZrOsULeG4qcFuR+uVs5fFg1KFMlwxP5JcrV47NmzczbNiwVLf/8ssvlClTJssMux3xxQKIm161YHB9NB2SnOkHX9idMkW8Rn4l3htK1D3jEfsW+jKvgy/+p9tnxNuNujVXk+ANJrzZ85h1L1TvRUJkHXTMhD+wCeXnN/F2/j9i3YbwvBqvVJHhZSC4oF9EAVCpEy7py7sV77IQNmw96pQ2vgSTc/v5d9NbvYS7bEec+UCfmoUXTgeWkcFxEeFOQDFFoGXQ8SMlBKkOpjxvI86h8s8hiAyDamUkQWY3Qt74NJzq9fjioYz0Bhkiw6/b3bp1Y/Pmzfzf//1fgGfK4/Ewbtw4Nm/ezF133ZUtRuZ3FEUlSQvm8LkQ/jwcTKwzBI+05qsgy9yGWdXp3Sb9t6z2DQhYxZZf8QWWxyNm97oiogA8DsQPA4gw5f0plawm3hOMu/nL/sByryaJt5TD0/kLYj1hOW1erkJRBBHKJdTvOwWKKED57k7CEnZjUXU8msAeVg393pkB+8hKnfA2fjpfZP0PNzl8MVFbx/kaQov6foCOi76YKe9JVDXjN34pIcjkokionTvrO2hUyUGI2YHCjYkoIUB1OlDOnEY6HIaIyiAZ9kjdf//9bNy4kfHjxzNr1iwqVKiAEIJDhw4RFxdHw4YN0/RWGaSNFCZ2nbDS/w2FszFX2rs2MfP10yo21WFcy9mA16vRvr6kRCE4fSHl9pa1JYUjtdti7CPMSZgWP+SLiQL0WgMQXidi7wLEweWYVowmovMXxHlyNi9SbuPaB7tXk8Rpt+cYKYrArZtxe1VUIQm5KoVIsOpG3fKZPyZKb/0KVOqMMq2Dbxpv3kDCHvmTGIdKsLyEsu7VgL7F0Z8xxezDEl4Dt5a3vaMmRff/zmTx+uiDliGObUKZex84LiAu/oupaBFfXFkGsKkeQswe7B4TTs3iqzNoigcJsVpEpmY3hBAo8bGISzHoRlB5pshUQk6Px8PUqVNZsmSJP7C8XLly3H333QwZMgSzOY9PYHPrE3JecoZQZ5iCOxWXdac7JN+O8WLJ4tIJtxtpjb2qKsTYgxjxocKmnclt0Let5L2HdWzK7SFizaokzL4fdUob9Or34u3wAQIwrXgCcXAF2vCNJNgq4rkB51xuSgp5u3Grxt6LhRPnzbzzveCvfwVFC8BT9+m0rqNjEb5zR5oTMS19FFm0Fu4Gj+GSNsIS96DMG4g2eCVxagnClVhM0zvD2V0AyCp3IQ6vA48DTFb0+9cTH1odj5774xbTGnshBJFqLOr6V9HavkWsFulb1XhqPSgq9uKtAgoop4dN9RByfivKrB7o983FUbwlNpGEOvc+8LrR+v2YYTGlIFFiLkJCfI4FleflhJxGZvNruJVCSihmXv/Oytc/pv0l7/5Op2CwPcvtuZ1I74GiKAKn10KSx4TDBWFBEGz2oAr3bSGikjGrknDtDF5zOHEeX7maSLMd1ZtAvFLshkQUGEIqJ7kVYy+FieW/2xj+fsp7WLemkq+e0rAqyWLKjiaF35NnUXXCbDqxTl/ZnkhzIqblTyD2zENv9RLexk+jxh1CndIWrGGXi02XDCjxk1tJb+yFEISZnSR4bH7RYFNcIMCpZTzvU8EQL8q4qmD31ffT7/4a8fc0xPFfAZB3foCj1oM4PGlPPAkhUJLsiIsxSLcTsqF0TkYxhFQ+4lYKqSSvjbteNLP7SNrHzXtTp1VNR7bUhrpdMB7mGUNVlRQPKVUV/uzLN4Ix9jnHrRh7hzeEakMU0qoWsvwjnQYVM37/ijQnoh7fiLt0GxK8wT6Bb9+PtEXkGREFt2bsfck9j6NObgWOiwHb9IYP42n1ero1PBUkyqUYiI9HerN+Kk8IgUc349FUQBJs8SL1tM+Tl4VU7veR5mNMqiQyNP19IsOMeD+DW0NqD6mbEVEG+RtVFfxxgDRFFMC4eQpemfGQj1hPKIlluvm9Vh5NEB9cJU+JqFuFV5MkWMqiD1oauKFEffR276QpohRFoCbZUU6dQl66lC0iSsfE6dggXplk5q4XVPq+YWLqKgtOLThfroQ2hFQOYjN5eLx32jeHiFCoWEIa6RAMDAxyHUIILiWkv0+cHTIbcuPyBN7vPLowRFQqCAGhIhax/KnADf/9jXLiF2yq+5r9BarHjXLmP8TZs0hn9qQ2UBSV3cct9PmfwsYdgiQXXIiFbxYpDHlXwZkPF2QYQioH0TSdpjV02tVPeTErCkx7SSfYbCQ5zQ1cm5gzuaCvgcHtiqbpNKiS/j4dG+kEWQwRlB1EmhNRf+iDOLEFAFm5iy9Pl9RRZvci5OyvvqoFAhRdQ714HvHfKWRCAjKjyapuALvHwivfKuipfO0nz8H8jSCU/FWL0ngS5DA2JYkpL2p8/4pOw6pQvjj07yD5c6LOHdEupJ7/8xjldmyqh4ikg0RcrgeWvMQ40nMMU95ejW1gcMNICYXCNZrVTN2rERoEg+8ELRumjgxA0xVkyTuAyzFRPaahDd/oE1PWcGSBCuiYUeJiUU+fRMbG3pJaeQkOwfnYtLfP/1nB4c5fQipDn0bTNM6ePUtwcDCRkZHZbNLthZRgFUl0aajQqrYZXRdYzToqt9eqsdyKb4nxbygz78ZUZygR7d5BQUOd2xdx9h/Ch28k3lYh09MXBgb5AZvqYub/VB76GFZtuxL7Uq4Y/PCGTpjVmaKu863CpPpWx8W5bf5g9zCTHV0q2PPB9FK8N5jwZi9iLtsCT8kWxLtsmMxlCB++CaTE7opA/+8EeDzoqbmHsgn3dbSaIx9OsmRISHm9Xjp06MDTTz/NiBEjstum2xKvV8equHw+QolRPz6XYFO9iM0fga6h/DUZs8cOccf97nTx93cENX2eBPL+jdnAILNIKQlS7Ux61orDZeLkeSgQBgXCdEItrhyLbTKpgnDvSdQfhhDZZw6xSmFCVDuWLR9DRGmo2j/fiClr6S643L5x1iUkugsgYi/hTTpPqvNr2UxUmMRiJtXciADNa0qsZj1fPeQyNLVntVopUKAAQUF5/8IzuH1IbXVIZheMxHmC0HpNR5Zt5Tt+1xy/iNIbPISn6bMkeI3fhcHti5RgFi4ibHZqlrFTItJOkJqUYyJKCIgwO1AntYRTv6NOa08BUzyWLR+h/PoJyvInsZ1Yg82U9faZFFJM91st2btKLVlEKbqGcu4s+tmzeO1JOSKiAILMXgbfmbpKMpngkR4ShXSWeuZBMhwj1apVK37++edsNMXAIOswqxBltROiXskKH2G2U8AUl6mcIlJCnBaO7Ds3cENwIej0Ybp5WgwMbjdyQziClOD0gN76cqmZS0dQPimF8usnvu3F66GXaYUri8vNmFQIdx0m3H0ccdndEmG2E3r0J8LNjiw919UIIVAdiSinTyHjcy4zud8e6WFIJ40H75HYrkrSXqoITHlBJyrEna+8UZAJIfXss89y/vx5nn/+efbv34/LlQ8nOg3yBWYVwpMOovxfJWz/zkf1JGByx2Be/SzqlLZEigsZFlNCQIQS5yvoezWOC7D8aX8AuoGBQe7BrgXhrNof/c6PfA3JCq9wNbQBPxGrRWZpWhmTCuHOw6iTW6FObokp9l9MnjhMa19CmTcA86a3slxMCSFQvR7U82cR588hXa7coWQBs3Ay7E43Sz7QWPiOzpIPdL57yUvl4k7E1QWVNQ3zz+sIe/wRwju1wzpnZtqd5mIyHDrfrFkzhBDs27ePxYsXp7qPEII9e/ZkmXEGBjdCmMWNMmMQuBNRljyC9Drg1B+If3w/UmXDW4S0+4AE9/XLMURaklDnDkQc3wyAXnsQIvYo4vgvKH9NxmQNI6zZS8b0noFBLkNRdEg4FdjotiM0X0qArNQcqvQg4k+BOxGkjpjYAorXRxxeC4A4+w8qNz/VJgQIQCQ5EAkJkOTweaByiYAKQHoINnkIDr/S5J9ttNuxLlmEbe5s1FNXvqOQN17BeV//W2tnFpBhIdWjR48sz0hqt9sZO3YsK1asID4+nkqVKvHYY4/Rvn376x4rpeSHH35gzpw5HDp0CLPZTIUKFXjhhReoX79+ltppkLeIc1uJ6P8T6tS2vsDwFc/4t8kK7fC2fYtET8ZqWiV5zYS0fAlxfDN6/Qfwtn4dBR11Xn/E2Z3I+g+QJA0RZWCQmwgzO3wxUVv+z9dgiwBnHMQdR53Wnsiha4lVCmdZ6S2XbkYUaULIgEUoM7tD0iW/iJJlW6HdO4tY73XKWKSCEJdjPTUN4XKB2+0TUB53tuaCyi6UkyewzZ+LZckilMSUpdi8tereeqOygByttTds2DD27NnDmDFjKFWqFAsXLuSnn35i/PjxtG7dOt1jX3rpJVatWsWIESOoV68eSUlJ7Nq1i3r16tG8efMbtulW1tozyD5UVfFN4X1a7kpjaDG0Ubu4lGTJ1AucTfUS4j6Fx1qIeG/I5TxSCSjuBOJMJYzUB+lgXPcZw6LqeKXqf7ALARaTxOW58ZfX23XshYAC5kTUSc3h0hFk8XrIISth5yyU5aNBCPQBP5FYpHmWx0kVsLkwfX8n/PeXv01/aCvxoTXxeDPmkRJCIHQNYU9EOJ3gcoHmBV0ipZ6jhYVvCF3HvG0r1rlzMG/ZjEjl5qsXiMLVfyD2515GBgff1OlyotZejmXF2rBhA7/++itffPEFHTt2BKBJkyacOHGC999/P10htXLlShYuXMjMmTOpV6+ev71NmzbZbXaeQAgBigmvJrCadLy3YUK8UCUBsfqVwMbEM4hdcwmu3Bu7ZstwX07NhNdaHu/lG6GUEOsNQzFFGKUrDG4am+ohJOYvZGR54tQi6Lr0CfVjGzCXbk9iPlimfytJ/n1GDl2HsvJptC7jiHUGEVy1HzYhIKwEjiJNslxERZjtKKtfDhBRAMr3XQgbvol4S1m8adSuFEIgpI5wJiESE8HhQGoaModW3mUFIj4ey7Il2BbOQz1+LNV9vJUq4+w3AHfHzoioKAgJyZ3TlNch00Jq69atrFmzhhMnTgBQunRpOnToQJMmTTLVz+rVqwkLCwuYxhNC0LNnT1599VUOHjxIpUqVUj12+vTpNGzYMEBEGfhwSxsnz6l8sVBw7pKgZW2dAR2thFudt02W9AiTHfPqZxE7p/P/7J13nBXV+Yefc6bcup3eu1hQsaEiohQ7ClE0FhBNYglqrImJMZqfGluiKbZo7F1RUWyooNhBVERF6aJIL9tvmznn98dsZQt3YTvzfD6we2fm3nt27tyZ77znfb8vgO5+IKJoLRSuRr56IcFxAt1/AqUq/QuUs83dpNa1N/n18WkIAZkisukz5JPHQ0Z3sqa8izaDnuHrjx8SOOp22HMSxe7O3aXvaiilKTA6kDXuPvITYbTWlLghjMGn4GISc+ztv0gDCNsu1lePIr58CADdZyQMnYKY/iuIbcV4ZBRZv1vM5mJPvFUIp0QCEglEMoGIx9CO2yan7KpifLeI4IvTsN9+0/v7tkELQWrE4cQn/hJn/wMb7knTCklbSCml+MMf/sCrr76K1hopZcXyJ598knHjxnHrrbemnUe1dOlSBgwYUPE65ey2m9e8acmSJbUKqVQqxYIFCzjttNO44447mDZtGvn5+fTt25df//rXTJgwId0/qd2RVEFufsrk3umVn8E78yW3PAlv3xFkYNddQ0w5WmB22Qex8Al0v1HoU56CVCnioSOgeC3kDcQR6Xek9/FpKgwcKFgFyvXydx4eiY50RJRHNTYvRoq2d4fe0gghyJQFyA//QdYhV5KfyiBkJLHWzMUK55HKGkKyESNSsZRBYO+zML57CcwgeuIzKCuKDHdAPjsRNfEZSuMgnZSXKB6LQTwOSqG1Qivdth0BSkoIvD2TwMsvYn7/Xa2bqIwMEuPGkzh5Iqpb92YeYNOStpB66KGHmDFjBscccwwXXHAB/fv3B2D58uXcf//9zJgxg8GDB3Puueem9Xr5+fn06dOnxvKsrKyK9XU9L5lM8tJLL9GlSxeuvfZaMjMzmTZtGldffTWpVIpTTz013T+rBkJUzrE2JmaZS1tTvHY5ny4yqomocmIJGP8nyRcPhuiY1f6FFITQQ89B5/RG9x4BkU7eSerc96BwNW7n/QgZAd+LvBlojuO+bRNC7TERgUa8cgEUrkYUrgZA7/9rGHMTws4lawdeeVfe91Z8IzxxImLtF5gbv6fDyY/Bqg8Qz54M0iLznNk4nfdDy8a7oVKEkKe/CEiIdkYCqtfhiIuWoRIKe2s+diLhla5pDQEDaMPNOrVGfPsNcto05OuveeKwFtTuu6NOPQ113PEY4TB1xlajAchMP+WiLrY97psj4JW2kHrppZcYPnw4//znP6stHzx4MHfccQcFBQW88MILaQspqN15envrynsGJRIJ7r//frp395TtoYceyk8//cTdd9+9U0KqrVKSEPz9mbrXbyqAFWug446ckdsgrp2FHnQiCqPiIE9FeyIiXdGifTXM9GnbKCsDY89TYNZfoGRD5Yoj/4Jj57bcwNowWhiIvAGw9gvE0jfgv8Mgf2WZgMnwGvvKRj4PaI0jsyCZwty0CeJxVGkMpXWleGoPbNmCfO1V5EsvIZcuqXUTbduoY45FnfZL9JAh7WL6rj7SPpJ++uknzjjjjDrXjxo1iltvvTXtN87Ozq416lRQUABURqa2JSsrCyEE/fr1qxBR4AmvESNGcM8997B582by8vLSHktVtG6aKpemrqCJuwF+3lT/3c3qjZo9ezas/5UQoppxnZSi0UqGm4ua+76OJlA+jc6uWjmWLuUVoEz7ZXURBYgHDsM4510KRCfcOpKU62PX3vchso7+F5YG8e1zsHWFtzich3vuBxQaPXAK4vW/RC14eqBKflMygUilIJmEVNKrqNOKSNgGDcXFDX+PVomTwvr0EwKvzcD68H1EHQVMbp++xE+cQPK449FZ2d7CkvTMuwUmbmF8p41Sa6vaa2odl7aQCoVCbNq0qc71GzdubFAvvgEDBvDWW2+hlKqWJ7VkiadwBw0aVOvzgsEgvXv3rnVd+QfQ2H5XbYGgpdh3gGbB0rr/9t16knYXcCEgyyxGaod8lYNSGttwyDBixF2rQVVvPj4+tZNhJTDe+SNi1QcAqP3OhU57Id+83MuZeno8WVPeZUuscZOjdwWS2sYcdJwnpMrJ6YsO5uIkq98cepeOymWmKXEc7V2AHccTS04KkqkKAYVWaOXlN9Wgbd1r1o7WGEsWE3jjNey33kRu3VL7ZnaA5KgxJMZPwNl733YffaqNtIXUAQccwJNPPslxxx3HwIEDq61btmwZTz31FAcddFDabzx27FimTZvG7NmzGTNmTMXy6dOn07dv3zor9sqf+8gjj7B69Wp69OgBeCLq/fffp2fPnuTm7nrhcKFTXHaqzaNvilojyHv2hY5ZKq3ocrmIMl+ajChYRfbktym1cohs/gr5+FEEj78b+o/3xZSPz05S7ATJPvKvGD9+jOp7BM7IG3C0QdAMId+5GvfkJyhM+iKqoYSMJOE17yNfmwqhXG8aTxpQtA7jrd+TfeRNFCWCSO2S4W4GBUVuFO26hIhjO1uJi8wyvaTKPJy8aFN7maGrC7luLfbbM7HffB1zxfI6t3N234PECSeSHHM0OjOzzu12BdI25Fy8eDGnnXYajuMwatSoCqGzbNkyZs+ejWVZPPPMMxVVd9tDa83ZZ5/N4sWLueqqq+jRowfTp09n+vTp3HPPPYwaNQqASZMmMW/ePBYvXlzx3K1btzJ+/HhCoRAXXXQRGRkZvPDCC8ycOZM777yT4447rqH7oYK2bMjpYjFnoc05t0gSVZprD+wBr92myA6WpjUtF7AE0R9fQz7/S29B3kDUYVcjX70A3BTYUdSly9lSVlbc2tm1pzhaFn/fbx8pBdlGAa42KChrgh0x4gRtTUEytMOGr7vivi93As+x48gHx0CsFKxM1FF3IOY/jFj2NigXddhVxHqMJuhsxXj512DYuMffS0oEsZdOR35wC+qo24h1O5yEanhCejTq3WS2lak9UZCPPesd7LffxFrwZZ3bqexskkcfR+KEE3EHDKxzux0aQzSK26Vbk0ztNbUhZ4Oczb/++mtuuukmFixYUG350KFDueaaa9hrr70a9ObFxcXccccdzJw5s1qLmKoRqtqEFMDq1au57bbb+OSTT4jH4wwaNIgLL7yw2nN3hLYspAC0MClNBfj0W1i3BQ4YDL06KSJWvEG5TVEzRuDrh5FvX119hR1FnTuHwtAAUm7bCOHuiheU1oK/79Ojtt5vO9sPrr3u+4o8JYG3g1IpRPm0m+PlK5lOkkhsJfL1y3CPu4tisyshWYL1wU3oaCecfc/DwSS4bDryg5u9F87rj+p9BPKLB73HWT1xT32egkTbF1KmVAitSOnKSahQohB31hzsd97Gmvcpog7/Km1ZpA47nMSxJ5A65BAwm8Y6pl0KqTVr1pCbm0swWHP6ZsuWLaxevRqtdbubSmvrQqocw5AIIVBK7XByeFYwhTV9MmLJaxXL1C9fpLj7WBKp1h+JKqe9XlDaAv6+bzna2r6vnlpTJpSU8nKUHMfz2ir/3XW9BG/lliV412yfYkqIBhRFCQO3bHnUjKG1qEhLiBhxrG+fQs67u/pgsnriTniEQp2zQxf21iSkLKmJFC8BN0mp0Qs++Jjwu28iPvoYUU/bmtTe+5A8+liSo49C11H81Zi0ZSFVZ47U6NGjue222xg3bhwAkydP5sILL+SQQw4hNze3XYmn9sjOum7bhoO5YSFi+VvVlsu3/0Bk8n6kZF6bq97z8fFpHipFkaj+uNwGwHURSpUJIeUJI6URyvV+d1yvv5zretvr8hwlnfaF1lGQH5NUzfwudqoXRJW4QTL3nYxc8Q5sqpz1UCfcTbHIbdMtWgBMoYisW4D89wWwXBH52UCk6m4Z5vTrT/KoY0gedQyqa7dmHGnbpk4hZZpmtR5t8+bNY+LEic0yKJ+WxTI0GQXfIB8/qiInSg86DvHNc7B5KcZjY8meMputOqvdJ176+PhUUlUgVfzuut60UEXUyBNHwnU8kZRKeY8rErV1mbYpF0ZUzGE2d85lSCaQ371STUQByDcvI3rigxSKzDaRB7otYsMG7A/nYM95F/H5fE+QAoKaIkr36E589NEkxxyF23/ALll1t7PUKaR69OhRUVGXkZEB7Jq2ArsiConO6A7RLhDbijp3DqmMPlhd90O+fTW6+0G42vRFlE+7REpByEhQkqqslgsbcZKE6mw625apkXNUdSqtPIJUNn1WETEqE05CuWWRIqpFjUDXOD+0tj0XMBwCq95GfnCLtyCrB6rHIchvn4fNyzFe+RWZE56goC1UTWqNsXIF1gdzsD+Yg/ntN/VvnwF6v944515L0cB9ffG0k9SZI/Xkk09yww03NEg8CSFYtGhRow2uJWgvOVI7i2EIstQGRKKAwlB/Uq7wEtDXz8PpfEBFdVFboK3t+/ZEW9v3Ugqy2YD46nFSQ8+n0IkQMWIEl0xD9xlJod27TYgpISAz09v3hYXx6vlGrgtalUWQlPe4POfIdSqEk64WOSp74XZ09ySlJENtwJh2Jlgh3AmP4BoRzK8fR867G3XEtST6HEtMBRr82s2SI5VKYS74EvvDOVgffoCx5uf6t8+1oXcS+gMdQJ1wF6Udh5FUsv7nNRPtMkfqzDPPZMCAAXz88cds2LCB6dOns//++9OzZ88mHZBP68B1NfmyEzLUsaL8utgJkexyJMlU284b8PGpDSkF2WIjxsOjIH8VVslGckfdgPjyCeTMKyCUQ9avPiTf7FWRvNxcbJuIXW1ZuUAqzzlyHHAVxIvAdTAKShGu4xlHlucZsU0UaRdEKUWR7ETGKU+CNL3E8pQmsucZWH2PIBHuQcxtXdEosWED9qcfYX38EdZncxGlpfVu7wwchDhiODLyNSI+v/zQAUC+eSnhE/8HWXuQVG24518roF5DzmHDhjFs2DDA67V32mmnVSSf+7R/lNJsK5l8EeXTXtFaow0bHe2CyF/lVXItfws2L/U2COWirXCTBGWqTa8p5U2tlU+vuS64yptWq0jW9kSTUG6dAomIF0nRpfFWN63WWlBKUSg6lqVreXupxA1iRgbi7KiBV2OSTGIuXIA191OsuZ9g1tHbrhwtJc7e+5A6/AiShx+B1acH4WUvIeY8DAJ0/zHo/X6NfPlXkCxBvjaV8DnvkmwbAeNWS9rO5rNmzfIr9Xx8GoGm8Azy2Xm0hnwnk+zTXsB49mTE6rmVIiqnH+7Z75CvO+xwtWo1sVSRoJ3yBJPjVngg4Tg1KtW88dV8X/+Q2Xlq268tJqK0Rv6wEmv+PKxPP8H68nNErH6VoyIRUgcfSuqww0kdcmhljzsgkQKr/zGY679BpIpxRl5HTIeJnvwkcvq5uOPupTTROqb22jJpC6mqDYJ9fHx2DNMQZFmlxFNQ4npz+ZlmKaZ0yXcyfUuJFkZrSGEj+47yhFT58m774xphVLL2z6dWDyTXLfM8cirNIh0HkUx4ZfVlSdoNLev3aV/I9eswP5+P9dk8rPlzkfX0tC3H6duP1CHDSR063OtvZ9VtklnshIgeeiUCTZET9pYFehI9+y1K45BSfqL5zpK2kPLx8dk5TEOQmfoR+d/DCY78Cwz+JYbQWB/fjFw8g+yzZ5Evdzzi4bPzRM04ge+e8ab1QjkgDJAm4qePMT/9N5n7X0hJKlTmb6Qqpt2qVbSlUmU5SaoysqQqhZL/6e7aiM2bsL74HPPzz7A+n4+x+qftPkeHw6T2P5DUsINJHXpYgz2etvXPchTkl/oCqrHwhVRzkkwihPDvPHdRMqw4xrOToXQz8o3fEXSTULAKOfcuAOTbV5Fx7D0UJP1m0I1FDd+jMvNHUW4CqSvNIA0JAbUF+d5dIDtDtDtq9C2Id/+KWPs18r2HsML7YWUMxEkpKkr8a5l687/hPuXIdWsxF3yJ+eXnWAu+xPhx1Xafo4XAHbQbqWGHkBp2CM6QveuNOvm0LL6Qak62bsEoSaJyctGG4efEtEO2zXWq+rggGST71OeRb1/NugEXUhzojcyBjA5H0/HHp3HH3kZhKgRoomYM29DkpyIopTEMQXYgQWlCE3MbXo7dlqhX/GjtPa5PqrhlSdlKVxpDOmX5SOXPrTqtVpag7QKl0iE89Arkh7fijr6W4tIAkYP/iPH6RejB40kEupKKp5p4D/i0WZTCWLEcufhbxBdfkPXF5xjr1qX1VLdbd1IHDiN14EE4BxxYLdfJp3XToKbFuwJN6iO1fh3FazYibQuVnYPOyMSfxWl6msvLKNMqwcQl381CKV2WD1VCPCUq8qFcAnz6ncnld0tWlZ1f9+gD916uGNQ9idApz69r4UPIhY/jnvUmRSKPDGcdxiNHoEb/jdLex7QZMVW+7yu8jMqFUNWkIq1rJl67ZVVrZa7YVBE8ZU9CU62au+xRuRFkleq1BmJLh5CtKUzYntASkGklSDnskKdQS9Ga+r21V0RREea3X2N+8zXmNwsxvv0GWZze9cPt1BlnvwNI7X8Azv4H7PItWdqyj5QvpLahyYXUzxsAEIYB4TA6Jxdl2350qglpDiGVaZVgzfkrcvlM3LNnUWJ2JlK6AuOhEagj/0p88C9JiCjvLQxyyl9qVskYBnx8t8ug7kmiWz5HPjjCW9FpD9SEx5BPj4fC1SAE6ndLyRdddrqf4s5QI2pU7oitlJdcXRZFioYtcFxKCksrm8xWEUNU/bVqlZr/hdhpfCHVyDgpjOXLML/9BnPRt5jffoPxw8q0n+526YozdD9S++6HM3Q/VI+evqN4FdqykKpzam/NmjU79ILduu3aqjpdtOtCUREiHkNmZKGzs1HCL0Nti9iWgbX5O+T8+wAwHh1N9Lh/I1+YBPF85MzLCQ4+ka3JLK64p/bP2HXhqnslz14LdtZA7JF/Qc75P9iwCPnfAyq2U+PuJy4yd1pE1Tx/i+oRI9f1oj0VCdOVzWYrpszKzR9TqbJeXrVMmUWCnkDyL+Y+bQnXRf64CvO7Rd6/7xdhLF2CSCTSeroWAt1/AMkhe+PsvS/OPkNRXbs28aB9Woo6hdSoUaN2qLfed999t1MD2tXQKQe2bkGWFCNyctDRDH+6r42RTLnEc/YkeOw/kW9cCltXIp8sM66VBuqMVyghk+K4WTGdVxvvfyWIORaCMJkHXoxd8CNiwSMV69UR15MYOKFaD7iqlH9dhRBlbtcphFMmcJSqzBsqi/gIXSXnyHHLIkluhRjyqPxdbzNdltadox9Z8mntpFIYP6zEWPw95uLvvZ9LFyPi6Yt/HQ7j7L4nzpC9cYbsTWDYgZCVRekufANhGJKSpE3KFRgCApaLIVLt8pxQp5CaOnVqDSE1e/ZsvvvuOw499FAGDBiA1prly5fzySefMHjwYEaNGtXkA26XaI1OJBAbNyKKihEZUXQk6t3VtL9jrl1S4oaQe00isH4h4ouHKparo/5OrMtw4km53RsTKQEEhiEwU4WIFe94K4QAw0YufQ17/19jGEGvtL7cp6hKWxCRStYwdazWQLZqZZl/cPnsYoitWzGWL8VYuhRz2RKMpUswVq7wvkdpohAsD/ZnYWRvfuyyN2ddtQ/GgO7e/HwZgeiuXXmb0jafLzb5x7OSH9Z557Yj95VcebpJdiiO1u2rQ0adQuriiy+u9njGjBmsXr2aF198kd13373aum+//ZYpU6bQp0+fJhnkroJ2XSgphngpxtYtqEgGZGSgLNu/6LVyTENglaxBLHqx2nI5998EB59EXHYkZLvs3lvyXR3Vz8cdrAlaLllqI8aTJ4CbhKxe0GkorFkEW/IxnjiHrCNvojAZqjLtVlmG7x8nPj5AaakXZVqxHGPFMszlyzCWL0Nu3tzgl3K6dmd2Yi8Whvbi68gQvokMocSIVqzPzdeMt+O4bitoKdMaECZzFlj85cHKG0elYNYXgvmLBdNuCBKx6u8R2NZI2/7ggQce4Mwzz6whogD23HNPzjjjDP773/9ywgknNOoAd0lchXKTkNyCKCrACIbQGRnocGRHC5F2CMOQSFxSbuUXImALEnW4O++qGIYgM7kK46EREM8HaaD7H41Y+jpsXYnx6Giyp8zGCHbinssNRl/m5UnZJgRs72dWFP5+XpKgUwzxYlCZkEig9roE1WsEUj7h+U2VpKCkBK3NFgmRG1IQEHFKq1QNho0ECR1s9ka+Pj6UFHuCaeXKsp8rvH9rdyzH1+3eHXfQYJzdBuMOGoy7xx4sLOjGJbfXnb86/UPBUQcYBAxfSAHEHIvbn649+l5QAo/NFFw4zgSdfhSwtZO2kPrhhx/Iy8urc32HDh1YtWr7RmM+DUBrL4cqVYQoLUVYFjojEx2NNrkPlWFIstw1EN9KcWQ3kq4kw4xhr5pNqNdI8lPR7b/ILoLWgBX2nLCTRajTX8bpfgjm148j37gUHe2Clhau67J7zwSf3y3519MO3yxJESDJYYOTnHdUgqytcdQmhyIhyDj0BsS6BSQ6DSNWCpHdTsGyoui+oyjUWS0moqKpNYilryP3PJNiN0jUiGF+8zjWbidRbHbxxZRP4+M4yHVrMX76EblqFcaPP2D8uApj1Srkpo079JLasnD79sMdOAhn4CDcgYNwB+6Gzsiotp0QArW1/tdyXdDar74rJ79IUFRPwOmNuYIpR5uErF1QSHXs2JG33nqLM888s0auh1KKt956iw4dOjT6AH08tFvWfiKZRBbmo6OZ6KwstJSNfk0tF1HGQ4dDooDolNm42QMx592FnHMDYvcJZB93ty+mylBKky87kn32LMTW5ZTk7kc8bhHZ/QyCOf1QHfehqEAgYxsxk3H2knFuOzFAPGmA1kSsBBlWKYWpEFp7/khFsiNm18NJKs/NuMQNEux/AgnXapHpOyklUXctxgtnQLwQM1VC1kEXIT65F7nwSfjmWaITn6FIdkJryLTipFwAL1ckJBPYJhSmgv70o09NHAe5fh1y9U8Yq39C/rwa48cfPfG05ucG5TBti9u5M27/gbj9B3j/BgzE7d0bzO07hWut6V+W/lTXzN0xwxRh2/W8Xn22i65pANfmSVtInXrqqdx555386le/YsqUKfTt2xchBMuXL+eRRx5h/vz5XHrppU04VB8AlEInkpDajFFciMrMRmdmohrxyJQ4iNhmiG8FJ4HxyChkv9GIxa8CIDYvQeDWcPHelVFKU2h2xOrYkWTcwUiUkIjHEXoA8VX5aFch0UTddchpZ5Jz8O9I9D4aKRTWVw8il79D5oRHKCQbrTVKKZJUP9HHHZOWaj6itEKbEXRGD0R8EfLLR2HpG1Ds+aLpzJ5oIwwaMtmC8dxkxN5nofc4GQBz+SvIBY+S+YvHKRS5vpja1dAaUViIXLcGuWYNxs8/I9esxljzM/Lnn5Fr13imrDuB27kzqk9f3D79cPr1x+3XH7dvX4js3A1f0HI46yiLR9+oeY7NyYCTDgOlWi66Yhiymh1KeaCjpb5j2RmaSAhK6rDtG3uAJmS5LXUqaxLSNuTUWvO3v/2NJ554otb1Z555Jn/+858bdXAtQXMZcjYaUiJsG52d3ajWCbahyCj6FvnIKHCqeKd02hP3rDfIVzltprluUxlyClF20nIcZDJB1NmCUbSFYjcDx1HYOIST63DsHIrdEJl2CvOVX8GGbwFQh/8JitYiv3wYAD3waFKHX09xHfYGLY4QZMoijFcvQGystDnRnYfgHnc3hSpChpXEmnk5/PSJt274FSAk4sPbvY17DCN1zD8pSrbSv7Ed0ayGnEohtm5BrlvnTcOtW1vxu1y3FmPNGkRpyU6/jbYs3J69UL164/bug9urtzdF16s3RCKN8IfUToogr3wk+d+rkoJi77s/fIjmmkmanHActU04qrn2fUgmCSQ3krA7EFMBhBBkiq2gNYW00A2LMHltXoCbHqspPKNhePFGRbSWZPO2bMjZYGfzlStX8s4777B69Wq01vTq1YtRo0bRr1+/phpjs9LmhFQZwpAQCKIzMxtNUGUFk1gvTUIsfaNimTrtBYp7jCXRhtqN7aiQquHe7bplrUzKLAcSSUQ8Bk6SqCjGnHkVYt1XuKc8RTLcncDmr5Ev/xq1+y9wDvodpTpMht6C8eIkKFpb7b10x91xT7iPQpXRqsN8UTOO+fHtyO+nVyxTe56MM+wKip3KE7nx0hQo2KarfVYP3PGPUkiOH5FqBhrtYq4UIn8rcuMG5IYNyA3rkevXe4/Xr/em5Das36npt6pow0B16YrboyeqVy9POPXohduzp9dGpYrNQHMipElp0iKeEtgm2KaDLVO1HsvNIaRCMklg1Uzku9ejRlxNcuB4LFWC8dI5oB3cCY+1mJhKaZu535nc+ZxkbVmh5KFDNH86S5MbSYCuGX3cpYRUe6etCqlyKgRVVhY6HAEpvbybBn7KGWYM+3MvJ6oaVgh3ymyKoruTctuGE/v2hJQnmAQCDakUomrPNydVsUyXG1VWtDJRoME0JNGSxchpZ3h1vnYENfRc5Gf3eILLjqBOf5kCchECMmUR8uGRlaHtQAZq0kzyU8HWLaKMGObnZTlR26CGno2z73kUu0GEEGSZxchHRoNbprgNCzVlFgVOtMlO7EIIksrCcSWmoQgYqTYTNW0KtnsxL59u27wJsWkTctNG79/mTciNGxEbNyI3bUBu2tRoIqnircNh3O49UN2643brjureHdW9hyeeunRJK3+pNdMcQiorkMR4biIUrAZADT0HuWIWFPzoPR51A7HeR5Fw087gaVQMw6AkYZFwJKahCZguVh3CE9q2kGrwHi4tLWXBggVs2rSJQw891E8wb2VoV0FpKSKRQEgJlgWBANq2wQ6gg8HtCqugLbB/mFUpojrtiTriL8gXz4ZUDOOR0WRe/gNb4qE2GVkon5ITySTEShGplGdimUpWOH/rMtfv8j+vvr/ScRWl4b6Ex92PnHEeJEuQc//jrbQjuCc/RYnIQStNWMZhwaPVXzBRBCveJtTrKGK6dU55GYbETGxGfv0U4E3n6ePvQsy4ELFxEXLBY5h7nIxh98TWMVjyeqWIAu/3xa8SGji+mnVCY5HSNqvWmdz3iuCHtYJuefCbE00G93SxRHptPdoFWkNpCXLLFkS8GDZvJrBmHXLzZsTmzcitm8t+3+T9TDVNaFmHw7hduqK6dEF16Yrq2h23a1dUt+6orl3RWdl+n7mdpDAZIHP8IxjTp0DB6ooUAQB12O9J9hpdU0TJMmNgKQHtGfsq1ST5Sq7rEjRdglWG0AYvF2nRoIjUU089xR133EFxcTFCCB566CEOOeQQtmzZwsiRI/nzn//Maaed1pTjbXLaekSqTqRESOGJqUjE86Sqx+gz2yrGfPU8xNaVlJw2kwVrOnBQ1hdYj49GnfgApb2OJtYEF8SmoPwOpaig1Gv7EI8jYl4T3YoTSSMQsRX2vDsRC5+qWKaOvJ5YvxNJpDQRI4b11UPIcufznL6QKqlI2Faj/kq851jiunXuV1umCG+cj/jiAdxj/kOxjhIVRRivX4Q+6EJK8/bDwCWwfAbyg1u8J2WU9Rcrm8pUh/2exICTiKnGc352tM20903+Pa1mhPSsozS/OSGFJZKN9n7NTiyGzM/3pte2bkFs3YrM31rl5xbk1rKfW7Yikk0rHLVpojp2QnXsiOrcpcq/zqhOnVFduqIzM3dpodRkESkhyirevJ+maRCN/4icfi5IAwwTOu+Jc9TfKYqXfR+09oRTIIC2LO8aEAh4qQrJhHdOLI15NztV2kOVt4QSVd6vstyufLtKM+CdVUm7RERq5syZ/N///R+jR4/myCOPrJZYnpuby4gRI5g1a1abF1LtFqXQCnBKIR4jVLSJpBVFhcMQDGEELYR2Ku5gtjrZ2GP/x9YCl8PO78a6LTD+0P159IpVJHUArb07mtZI1ak6kUxCfgLiMeTmAnBctFKNHkmzpYu1+VvEN89WWy4//jvBrkNx7B4oLSDsRXB1h8G44/6LUCkvZ6p4LQSzUbTe6dKksqDjAQSP34/CVMBLaBUZZI67n7jjTasFpQKjLKqW1RP9i0cBEC+e7eVMmQEau/a5JFm7iAJ44i3ByUeYdM5Mto7DNZFAFBQgC/IR+fnez4L8msu2bkUU5HsCKs1GuY2BysxCdeiA7tAB1aFjpWDq2Mn717kzOjunvJ+RT1MiBEiBENLLCwuUCSApQQikaRCRhchX74CO0TKDSxdKv0QWfEhg4MkVNyy6qugpxzAhZCLCEUSe8FIYKiJUVbomSAlCemkiQtRsZq4UJFOIVBKRiHvn1yaMdLVG0hZSDz74IMOGDePuu+9m69atNSr09tprL55//vlGH6BP4xOVpZhfP4+9+8kUlmZgGZKIuw6IIbvsR1IEKUhFGfuXPJQ0kBI65cAH39rs/7uO5GbCc9c5BI3GrYLbUYQQCK28aYpUsuJLTSLhmb+ErLJ+hk0TlTANSbhkOfLlX1fmRO07GTn/v5AoxnjhTDJ+Od3LkRowHjuUi+pxCIUqAykg4xePI7YsJZY3tMI3qrWSVBbJqrtRawqrVODFVQDR51gCR0fRXffHDXUGwJjwKGLtfBLdRhBzG2/60jQN3v6w/m1eeE9w6ckmyWQj5vm4LqKo0BNAhYWeGCosf1yAKCwoE0feT1GY7/3egEa4jYU2TVRuHjovD5Wbh8rNRed1QOV18ERTXgdUXh4qrwMEWmc0dJegfNZAyrKoURACNsqywbbLdE2lMskKxjAePAE2LwFADbsYueQ1KPwZOeMCgieZqP4TiDn1n1MqXtcwYQfz+EUEKopyUqkakS7tNl7kvzWStpBasmQJV155ZZ3rO3bsyOYd6GPk07xEjRjWh7cglryK+GEOmcf9B1myETntTNAO4XH3Q94+TH8zg4yNXgPdPEN6YWPbxE0auJsNijYHCHcRzZ7MWy3alEh403SJOCTi4LroihynKuPSTZts6SiFinZBdNkXsel73JOfJBnpQaDr/sgZ56H6jcExgmhHU6oDOD3HkHQlaI3SUChysfIOIKnax11+TNm4XY8gpU3KC9ILdTZWtyNIuo1bcSWE56RcH1sKRd1VrK6LKC7yRFBhmfCp5fcKwVQmkmRRUaP+HQ1FRyNgOwg7ASHQux9OsusgnKwcdE4uKjePYI8ukJdHsQzUPc0mBIYUFd8bn2ZEgJAGmAYEQ17+qu3ls2pRlsNU/pHUcgAnUhAcdjHy9YtRR91OcsgUrEMuw3h0DCgH3edIktqmOcJC1SJe20a6kl6kShQVQyKGdtpfK520rzBSyhpeGVXZsGEDoVCoUQbl04QI0HYUAYi1CzBfnATF6yEV874A0sBJwScLFZtq0cVSer3lVn4OPQ4AJyMTHQrXeqHaUcPOGrYDSnlTdE6qegjZLZuma+nKLA2FboTMY+5EJosoMbvgJMHNHkL4tJdwQnkUO5XfjaQjqHpy01qT1O1DRJWTVAY1/sZGFlEAjqM4ZC/NQ69BRJWQ7eST7eST5RSQ7Xq/T/xpC4HbNxPI96JGskr0SBQXIVpYQGjTRGdno7KyK39mZaGzc1A5OeisbMzcKHZyGfKr/0AQhFHpyaT2nIgz7HeUONucf8vydKglT0cIQdwJsG6rZMlP0DkHBvbUhMxkraXpPjtJeZJ3+T/DhHAIHQqhgyG0kNvc/G3/mCxxQ7DbqQR7DycR7E5xKoCUQbLPfge0pkB2wnVb7tiuiHSZFpgWMiPTa3VWVAixUk9QtRPxnraQGjx4MB9++CGTJ0+usU4pxZtvvsmQIUMadXA+jU+xEyJ60MWYgPzmGdj6g7fCMFHjH6IkYzCOtuiQVbuPvzf1rckKK9yiGKKkFBEIIKJRT2VpXXb3VJaMWDVRUcqy+X1vzl+XPa7mzeS4ZX5Njhcidp2yu2VVLdrU6r5+ZWJKmhkVNxxJbeIGe+E67Tek3SRoDfF4ZYJ1flkeUXn+UJWfoiCfQwsKWbglH1vXUYH2YzMOPRxBZWV5fm5ZWajMLHRmlvd7dplAysyu+F1lZUM4vN3E7CSgjWEEugSR5eamgO5zBM7BlzfIxFVKQX4sxPm3S1atr1weCcF/fhdgtx5JRDtqKNsilFXGiUAAwmF0IIA2TLRpgmnWtKXZQUFR4oZIhHbDKYvylLerQoBqQRFVG0ppCIYQoTAylUQUFkBxMdpx2rygSltInXXWWVx++eX885//ZPz48YCnNlesWMGdd97JsmXL6p3682k9xFWQ6B6/gG+eqVwY7YLO6UcqZWCQYsqxJrO/qP3kHg1Dv65l02euC6WlUJH7oalV5VQRVGKbn9W9mTwRlo7tQKtDe61UqlK1dcMuTTzmVZZt2VxWYVZWgZa/tfJx/tayx/kNrjxr7FiXDgbRWdmeEMrKxMyKoDKzSGbkei2ZsrLRGRneNlmeUNIZmZ7dSFMgwBJJxIrZ1RdvXIThFCFlx3pnDKpSmgpw3u2SH9dXX14Sg/P+LnntVpsM2xdSaVMWZRJSeDeJdgA6ZEMojErq8tNbdRoxiu5sM1XW2r3TtNa4poXI64jIykYWFkBRUZuu8myQ/cGdd97Jf//734ppPlmhqjUXX3wxU6dObcqxNgvt1v6gDFNCNLHKy4lKVU8W1133xT323xS6EVIqwH9eNJn2XvWD2zTgv1cqdu9Zuztta6RZW2XsSiQSyC1l/kSbN3n/tmzxxNLmzYgtWzDzt8KWzYjSetrBNyHattGZWZVip/z3zEwvMpSZWRY98iJEdnaQwKb3kQvuxz35KUqD3Qk7mzFemozqeyTOfhdS7DZzCoOATKME483LEGs+95bl9YfNy73fo51wT36SIpFX7SJa63EvBCvWhzjrhrqnkn8zTvOrYxIt2j+utSPK80bL8pqwLbBstGWhhSQz09v3jd2Wqj0iBAjHQcRKURlZ7dv+AOCyyy7jqKOOYsaMGaxYsQKtNb179+akk07yp/XaCNGgRk67sCInSp1wLyyfhfzmGcTaBRgLHiU89DxKU3DxBDjpMINH3hBsKhDsO0Bz+hhNZtDPo2jXpFKew/XGjYiNG8ocrzdV/BSby35v5oTrimmzqnlEZdNj3u9lEaSKabMsCKYveqSUBPRm5Gv/AK0xXjiDyFF/R753PRSuQX71JOaA4zCz9sBp1unasqrU2BbAy4nSw69ErJiFfOdPkCqFVAxhb/8CZEjB9z/Wf1FZuFyQdCVm2w0QND5CeOLJML2puvLcJunlAla79rfxaarmRmvQhonIyGyTBs/gt4ipQXuPSBlSEE3+jPHS2ajj/klpxu7YMok57z+Iwh9xxtxCkVPZ/FMIgYuF44JtKmiDd6l+RKoKyaTXK23Deq+p7Ib11XuobdyA3Lq1WYaisrK8CrPsHHROjpc3VJ5gnZ3jLa+ShI3d9K7vtkwR3vwF8tWpNS6IauS1JPoeS0w1v0WA18OwAPHdizh7nEaxGyIokwTXvI/usDvFdne2nUWu7biXUvDZ0hAX/7PuiNQJh2r+dGYSVBtqqNnYlE/VSVlRUUcw5OU6Ub9WEtIioQIoBUI7hO2kP8XfjPi99loB7V1IgSemMoIuJXFNSnnZJVEzjkBR5IRbeHSNzy4lpEqKMdauRa5d4/1btw5j3Vqvsey6dcgtTWdRog0DXeZTpHLz0Lm5mJ07ofPyiEcyUTm56Nxcz8coM8tLuk0Dw5CUJm1iKQkaQrZq0otT0FIEF09Dfnhr5d+250SSB19JSapl+paBJ6aCRoqYUzmGgEzhYNUQUVD3cR9zQ5zwB4NYHWloz/1V0SMvtmtFVoTwWmpJ6Xk2BYIQDFREndK5TBqGoCgR5ranBY/NFJTGYehAuPk8xZ592ri7fhui1U/trVmzhmeffZYffviB/Pz8GgeXEIJHH320UQfo0/i4SpNfWv2OtNhpvJYdPk2Ik0KuXYvx82rkmp+Ra9ZgrPm54ndZVNjob6kDgTKX646ovDIDx3Ln67y8CkNHnZlVw/G6/GKe3EER62Kx+CeLGx6TrPjZW9ars+SaSZLdezmYjXxxEkIQcAqQCx+vvnz5W5hDp2CYXXFbKJlXa11NRAEkdsDANWQm+efFAabeKdnW0mfKsZrOOe2nLL0+vDwnCXbQm6oLlPUi3dbDKc19UZwKM/ISyU9V7pW/XArHXCV58A82xw9rmxF9n+2TtpCaM2cOF110EalUikgkQlZWVlOOy8dn1yWZRK75GeOnHzF++hG5+ieM1auRP69GrlvrtXFoJFRWFqpTF1SnshYgVX7qshYhOhptkYoaKSUr11mce4usdi37cT2c/3fJ/b832aeP02iRKW/6bCvGi5OhcA0Aus/hiFUfQLwAY9oZZJzyNIVGF1RbFhraZa8+SWbcYvPMbMHXKwSdszVnH6vpmluzybOQJqVJ71IRtFwEqTZWTluGFJ4BpmFCJOyJptrynHbgszVMkydmUE1EVeWyuwRHDrUJm76Qao+kLaTuuOMOcnJyuPvuu/3Ech+fnUVrxKZNGKtWYvy4CmPVKuSPqzB+XNVoYklbltdMtktXVJeuuF22bTDbqUHJ2M1N3LG4+UlZ53XtliclD15lEzAaZ8pWo9HCQofyEIVrUCOvxRl4POb6spypQAbaCLRJDbEtQjtkBR0uOMEk6UgsQwPV/XyEEMTcEC++By/OkcSTMHyIwQUnWmRH2oDXVHmfOim96rpgmQGmbVfPc2oEUVwcN3n0zbrzzgpLYM1mwcAuu0Swb5cjbSG1YsUKLr30Ul9E+fg0BKWQa9dgrFiB8cMKjB9WYvywErnqB2RJyfafXw/aMDxR1K07bvfuqC7dUN26obp2w+3aFZ2b16aby6ZcyTcr6l6/4meIpySBxjKR0lCoImQedzdy3eckOg8jlrSw8/YjfNL/0Fl9KCSnzVYW1YZWDlYd/cdjTohJN0l+3li5bMZHgjfnCR79o03/Lqr1JFGXO4dLUc2WQNt2xXRdxefWBB+f1oLUdgqZk7tw7n57J20hlZubi9VUZnM+Pm0drRGbN2EsX4lavBxj+VICPyzFWrXC6wW4oy8bCOB274Hq2cv72b0Hbg/vp+rcJe2E7fZKo+vEMjFldz2c8h7HSWWhs/fB0bJdiah6ESZPvSOqiahyUim45gEv7yfYSNHA9MZUZnxZJpiElJ5YsmywTHSZjxOmWd01HJo8DBQJOJxwqMHdL9Y+BW5b0NuPRrVb0j4Ln3TSSbz11lu1tojx8dmlSCYxVi7HWLoUc+kSjGVLMJYt8xx6dwBtGF5UqVdv3F69UD29n27PXugOHdt0VGlnsE2XYXtI5i6q/eK0V18IGA3zM6utZ2iNZZoKEVVOSlXvj9jeiaVMnn+v7ry4lWshlpSNNzNcIZLAa3tQ6RauzTKhZFpgGmjTqiKYoIaPUwsUA2iV4nen2Dz6hqC4Fg/OS0/RhK3krnQI7VKkLaQmTJjA3LlzufDCC5k8eTI9evTAMGrG1Lt169aoA/TxaVFKSjyxtOR7zMXfYyxZjLFyhdcfsIHoYBC3T1/vX+++uH364Pbpi+reo+lai7RhwpbDn84UTLzeqjEtYhrwl7NTRAIpUmmm6hgSMtQ6XDNaYfMRNWOYqUJKjI6k1K4pWGtDCEHJdoJN6e73mi8OCImQEmFIdKDMHdw00IYBQno/K3rSQbkCaWnBVB9ZwTgf3BXkvNsln31ftiwKV52uOPsohairF6RPmydtIXXssccihEBrzXvvvVfndt99911jjMtnFyVspoi5dsUUiinB0CkSuhmERiyGueR7jO++w1z8HeZ3i5A/rkI0MB4fFwGWhwawNDSQJaGBLA8O4PfX9Senf5bXi8snLQIiRp+1jzPt6gncNj2Pj74x0BqG7aH4w4TN9N3wImbXiaTYvlGnISGaWI184QxE1/3JGH0TGoH5yR3IJTOIjH+EkoxBvpgqw5AuBw6WfPJN7VGpUACioe18L0RZL03hJX0Lo8pUXMBG2wGUZaHLGm7W+jVrZWKpPrRy6Z5Tygv/FyDumCQdCNuKSCCJdlt5Yr7PTpG2kJo6dao3N+3j00REzRjWwkex9jqDQrIwhCYaXwlbliO6HU5cNaKztetirFyBuegbjEXfYi76FmPF8gZHmtyu3XAH7saskj14I383loYGsirQGyWqR2v3W6s4fXCiRoNRn7opdgJk7jmegXNu4I4RB1By8nAAQpvmk7VkNu6R/0dhKkA68yUhmUAufAySJYhV72O+czU6mINc8ioA4rN7CI69nVQLuJa3RmyZ4rJTTT79VtQqcKYcownbKaAsybv8X5mhJYaBNkxPwZpe/lKtoqlKtKkCaVGStCguFQRtCAVcgkai1TfjBc/Q2ZZxOnasNIVsjm5aQggMw6saaN72RT7gO5vXYFdwNm+NRI0Y1od/Qyx9HXL74Z70ECK2CfnCJEjFUGNvIdZ9JIkdEFPRaBAK8kl8+hnmN197/xZ9iyhNv2pOGwZuv/64g3bDGbQb7sDdcAcOREczEIbF9Y8EmDmv7udfcZritCN2PSG1067yArKDLvKhkZVNtqWB+vVH5CfsBmXvZpgxzA9uRCx9s9py3f1A3KP/QaEbaVc5LDu178taQ327yuLGxyRbiwVSQCQsOH2s4BdjDAwbsExPKJnW9qfi0iCpw9z+jOSBGYJ4mdfqoXvBA79XdMqItZ4qwe2wrbt2UyGloDQVZM1myUffQG4GjNwXQlYSg11zKrHVO5v7+DQVGoHO7Y8A2LIC4/lTIV4IThwMCzK7o9I9XLVGrl6NufBLzIVfYX2zELFiRRoTQGVPNwzc/gNwdt8Dd7fdcQbvjtt/QJ293oR2+MVIi5nz6p4WOmIoODuQV7WrE5VxmHd/pYgCUC58+HeiB19KsZN+tnOREyJ79I2ewWayTEQLgT7+PxQ1UJS1SspnDMoTtsuKFIQhvccVidwVT/CSuYUEw/D+lbVJ0dLAEIJ9u5o8vr9NQdwg6Uryci0CYUA5qNqm43YiapTSAa66V/Ls7OoXvY+/gZEXS+bdHyJs7JxlSHtCCEFxKsz4P0kWLq9cbhrwz0sCjD9UNLrzf1NgmpLihIVSkqDlYohUm6uOTVtIffbZZ/WuF0IQCATo2rUrHTp02OmB+exalLhBInucjoVGzr0Lissid4aJGv8QJRmD685fUQpjxXLMBV9iLvgC66svkZs2pf3ebq/eOHvsWfHPHTAIAulP8SilGdRDsWdfwbcra975HHuwJjPktqtoR3MQkTHMrx5Efum1ndIdBoMZQKz7CrloGqYQRA/6HcVuemIqasZgzh2VIgo824q3fk901E0t22eytqLAquX+Ff+8c2018SOEN5Umy36XZdtmBD2hWJL0cvOEQEvh/V7eV65MfFVetyoHoTW4gBmCvMzypakmm6oqjps1RFQ5mwrg2Vnw6+MM3F0sqlsXcTfA2TdVF1EAjgsX3SnYd4DFoK6pVj0lmtQh3vlccudzko35cMBuBn+aZNE1J4VB6xeB5aQtpCZNmpR2jtSgQYO44oorOPzww3d4YD67HgkdwOp7BMy9q3JhIAud1RvH9do4AKAVYsVP8Nl8rM/nEV74WdrWAyoaxd1zL5y99sbZcwjOHnuiG6HdUcBIcPelQR58XfLCHK9haU4GTDlWMX6EwqKODrE+dZLCxup5GCx4DJ23G+64+wAw3rwcsXY+9BlJUqd3CosYcczP7kF+9yIAutv+EMhCrJyN+OF9zHevI2PUDRSlGqnnpKj4r7Ksv1wMlUeLyivTDAMtJKLi+NagtZdjZBpo0wTT8n5WvEbd4qeCDE9gum4d00vV7L0bBylFTQ+nNDAMyfzF9W/z0geSM8aYBKQvpABKEgYfLKx7/Y2PCf53lYXZSgVJQoW44B8Gb8yt1BU/rhe89IHgqb9YHLG3av3u+WWkLaT+9re/8eSTT7Jq1SrGjRtH3759Ac/x/NVXX6Vv376cdNJJrFy5kpdffpkLL7yQBx98kIMPPrjJBu/TfjAlROMrvZyoqpRuxpg+hcz9byA+7zusz+ZifP45Rv6WtF7X7d4D9t8Pve9QSnbbE7dP36bxZdIaW8a48ESTKcdYOEpgSk3ETqH8RqU7RFIZkDOE8C8eR2X2oNCNAprMY+5AFvxALGMQyTSb9iZ0EHOPCfDdi+jOQ3CP/gcKiWXaiOVvo/c5i4Rbx2uJqoKoshLN+1cW2SnLDypPuNblYkngPTZNkGXl/WVTaLUJoW2pIUiaQPzsLFIKYqkA+aUGS3+CTjnQo6MmYifQKl3RowluZ+49aIMUretvbymEEKzeTrrtNysEScdolZ69hiFZsFRWE1HlaA2/ulXy7aM2IaNtnDvT3sWxWIytW7cyc+ZM8vLyqq2bOnUqp512GlJKrr32Ws4//3zGjx/P/fff7wspn7SI2A5y+hVeLoxhoY78J8yegZz9JqxegVF0JpHtvIZC4A4YiLvvUFL7DsXZZ190h44VSbfujiY8NwTlEKrSmLQR+wvvkiSVgcoYjONSISAK3QhW1hBSDahOchSUhPoRPe05VCC7IrE8OuLPmAdNpTTYjZQ2EQaeY7Zpe8kmZflCGLJy+sw00eURJSHqFUR1ap5WPN3SEKQUFCfDnHZ9pXcSQMdsmHZDkN26x72ctu3gupr9Bnq7vK6Zu9+MU4QsB6dtXFubFK01HbYTSO/WAQzZOk9ACdfkPy/UfUNbGodvVwoOGiRa9dRkOWkLqccee4xTTz21hogC6NixIxMnTuTRRx/ljDPOoFOnTkycOJGnnnqqUQfr034pihlk9LsM4+Fr0Vs7I+65eLuNexWC70ODmZc5jLkZB/F59ACe/kcGOeHSZhq1T3PguNucSDUNElEVr6OgKNgLpUGYAgyLkmA2Rqe+OMKonD6rJVpUqyBqhdGh5ibmBPnFtZIFS6sv35gPR18hWfhIkEw7vQTxoJXkhl/Z/PH+mhfYvfvD4Xv7pf1Vyc1Q9O8uWf5z7euv/KUibKVojTUurivI305x/JYiytKJWv93LG0htXbtWoLBuvMHQqEQa9eurXjco0cPEon680JKSkq48847efPNNyksLGTAgAFMnTqV0aNHpzsstNacffbZzJ07l8mTJ3PNNdek/VyflkVs3Yr16cdYn3yENffTijwnQVGdz1mT1Z9ZgUP5NONg5mccQIGZXW393O80xx8k20yZtE8TsU1fNgwLggFcywbbRgcCXoRJa5xGrDzblRAC1ufXFFHlxJPw8Gtw2SkmKg1DSoMUZ42VDO5t8pcHJV+vgNxMuPAkxXknaoIytqvr1mpE7ATP/VUy6lJJwTai5LRRmoP3aEVNpbchZLscOVQz//u68673GUCrHf+2pC2kunXrxquvvsoZZ5yBvU0ZeDKZ5JVXXqnWHmbdunVkZ2fX+5oXXXQRixYt4sorr6RHjx689NJLXHTRRdx3332MHDkyrXE999xzrFhRT4t4n9aD1hjLl2F9+D72Rx9gfPvNdl3DVYcOpA46mNSBw0gecCjXT+/B+1/Vvb0h/TNtm6e+opaqidvblPQL8BK0bdvzNSrrz6bLDSK3TYL2BdNOYRiSL5bUv82cryQXniSx00xLtESCEXummHGzjcYzmIzYKZTr+CJqG1xX0TM3zhf/C/LS+4KZ8wQ5mZqpEzR9OrvYohkbSjcQ5Tr85gTNf16o9AuryuH7anIirTCUVgdpC6nJkyfzf//3f5x66qmcfvrp9OnTB4CVK1fy9NNPs2TJEq699tqK7d966y323nvvOl9vzpw5fPzxx9x1112MHTsWgIMPPpiffvqJW265JS0htX79em6//XZuuukmLrnkknT/FJ/mxElhfvEF9vvvYX30Psa6dfVurm0bZ9+hpIYdQmrYIbj9+ldcWKWUnDxS8f5XdZ+Vh+3Rdu5idnmk1zqkolzftMCyPBEkvYsoVP7wyvzL+rBJw8tTqlrGX1HN1vr7sm1LtlVCUpmUup7thm0oInaKgkSw1eaIKKXplF3/NnlZGrNKwW06OI4iaFSKgLTz1XdBlHKJmCVMOcrg9NEGltSgnVZ7zFQlKxTnnTuDnHa95OeNlcuPOkhz/5WagBFvM+I5bSF1xhlnUFxczN133811111XYYWgtca2bS677DLOOOMMwItQ/f73v6d37951vt7bb79NRkZGtWk8IQQTJkzg2muvZdmyZQwYMKDeMV133XUccMABHH300en+GT7NQWkp1icfeeLp4w+RxfVPhrvdupM6ZDipQ4eT2m9/6mopr5Rin/6aQT1hyU81158+RhOy20YmqpSioum347htzoCuQQjhmUKWiyYrALaFtsr/2V4CdxUzpW13hxDbSUdqw/lK2VYx5msXYOz+C+hzPA4WGUXfIl+7iOzTp5NPbqu8MCql2XeAJhz0koNr47KJGlOkWruObfM4jouB26ZEp1Yug7rG+PCuABvzJVuLoVcniAQcAkaiTX2dG1QYed5553Haaafx0UcfsXr1asDLhTr00EOrTePZts2IESPqfa2lS5cyYMAA5Dal6LvtthsAS5YsqVdIvfrqq8ydO5fXX3+9IX+CTxMhioq8Kbv3ZmF9+gkiWbd3iTYMnL33JXXYCJKHHobq3af+6Zwq2Eac/14Z4uE3BNPe8/yaOufCeSdqxuznYrVyJ18hBHE3wLKfJDM+FtgmTBih6d7BxTYSbSGvEvD+DiklSqlKEViWj1QRZTItyM70okxJVTbdVkeT2tp6rlVd3Ub2S0PJsOKY712H+P4VxPevEBr/EHQYjHxkNDhxjKfHkzX5LbbGWmcPwJCV5JE/BvjlX2WNCtXTx2j6d3NbpQj0aR0opQgZMXrlQe8OovZochugwQ4TWVlZHHfccTv9xvn5+RXTg9u+fvn6utiyZQs33XQTl112GV27dt3psVRFiMpePY2JaXr+MeWl+O2CggLku7ORM2ciPv0EUU9dso5GUSNGoI84EjX8MMjKwmTHehRFUVx6iuDc4ySOC5apyYmWf/Nq7l/T9CI/rWHfbykyOO92wdLVlcumvSc4ZC/BbReaZLXyvAANbC0yWPqzYNV6Qb8eggE9DbJzTQh4idzYtieipKzc974bdR2EYMQfYMlrULQGOf3cylVmED3uHrQZJSur4d+U8n3fFOezqozeX7PgIc3tT8PniwWdc+DK0zVDB2pyogJo2vdvjTTXvvepybb7Ps179J17z6Z/i7qpzym9vnU33XQTPXr04KyzzmqKYfnUR3GxJ57efBPx8Uf1i6dOnVFHHokaNRp94AFgNbzhcF2YhiY3o21dnBNJwd+foZqIKueTbwQvvKc55zhR6XDdWijLP1JC8sNGmyseDLEpbpOSNqWujRWyePxazeAuLk3cG7RdksrojfXrDxD37gfxSod+fe67OB33RctW6KhYhXBAM7C7y78vEZQkBLapyQi1smO4mRDosohrlWVCo7X/xWjP1PkNnTx5MkIIHnzwQUzTZPLkydt9MSEEjz76aFpvnJ2dXWvUqaDAO5Fk1dG246OPPuL111/n0UcfpXib3JtkMklhYSHhcBhzB+1ctW6ajt1ZWSFw3R3rxN7SJBJYn3xE4K03sT76oN5pO7d7d5JHjCZ55Cjc3fesdBFPKEi0zN9eHolq6X1fkgrxZi1OvuU88qZg3HAIGS04TiEQsmxqThoQDKJtL6cpJrM56YYAmwu90vZEqtJw9IiLBV89JAib1T28tu3E7lMT21CYResRqer7SG/4jmRkQEUCekNpiX1vAioJBa17hr1JMA1BZuonkAZudj+v00/JZsyNX5LsuB9FDWiw7bPjbHvc5+VFmzwqVafaWL16tdccs2yysjwnqrEYMGAAb731FkqpanlSS5Z49bSDBg2q9XlLly5FKcWkSZNqrHvmmWd45plneOCBB/w+fzuLUphfzCfw5htY781CltRtquf27EVy9FiSR47GHTioeWKpbZBkStTp2gyQX1QmTIxmGIwAhESUN7E1TQgE0JaNti1PPJlmhWWAaUre+NBiWR3mf0WlMOcrwbhh0jdNbAC2ocgoWoR8ZBS4STBssMIQz0dOP5fQhEegz/E7LKbqfl+HjCDkx21cV3kpDVYJrhIt27y5jVIuooyHRoC0kL96Hx3Kg09uQX7yT+zDryHjgEt8MdVOqVNIzZ49u97HO8vYsWOZNm0as2fPZsyYMRXLp0+fTt++fetMND/mmGPYfffdayyfPHkyRx99NGeeeWZFwrpPw5ErVxB44zXsmW9gbFhf53Zu9x6eeBpzFO6Agb54SgPb0lgWpFK1r++Y3QS9xLYxphRSom1PMHmVc7bnsyRlvT5LhiH5+Nv6P+OPvxGMP9QXUg3BIgEr3wUnDlYINWU2OtwB46GRULQG8f3L2P2OobQRZ7FtwyFj61fI6VPIOvsdCs2uREUh5ouTMXqPIGPoBf4Fv4GYJBAbvoXYFtAa8eAI6DkcUdYkWyx9A/Ogi1p4lD5NRYtNvo8cOZJhw4ZxzTXXkJ+fT48ePZg+fTqff/4599xzT8V2kyZNYt68eSxe7LUG79KlC126dKn1NTt37sywYcOaZfztCVFQgP32TAKvvYL5/Xd1bqc6dCA55mgSRx2DO3h3Xzw1kLDtcNJwybT3at9v5x6niQZ2sqWDlAgpEYZEB4KeYCo3pjTNajYDDfFZUkrTv5sG6v7MB3TXfoVWAylxQ8h9fo0tBPQ9kqLo7riYZJ0zB/nx33FGXkd+qvEiRFIKMswE8vGjwU1iPDSSrCmzEK9djFjxDmLFO9idhxDoPpZEqvE/SykFChOlBbbh4rSTIoS4ayO6H0H45CeRL5wJxesrRJTuuh/uGa+Qn/KabqeLXdawN+lWXqYjtkNpymxzVW3tnZ0SUo7jMGvWLAoKCjjyyCPp2LFj2s8VQnDPPfdwxx13cOedd1a0iLnrrrsYNWrUzgzLJx1cF2veXOzXXsF+/z1EHWESFYmQOnIMiaOPwRm6v9eo1WeHEDrFRRNMlv8s+XJpdUFyzEGa4w5xcetTUWWO3qLcfLLsd22YYFmeSLJttB1A2fYO2QzURSrlctoouO6h2kuTpYQJh3vb+TSMIidEZMi5pAiSdCWgKDC6Eh55A0Wpxq00VUoTcwxCJ/4X+dI5XqXgfyoj/HrIGTjdDml0ESUExN0Q3/0guXe6pDQOJw7XHH+oJsOOtQsT3ZgbINj/aGTX/WDN5xXL9Yn/pZgctE7/u1EeNQRFUc5Qkq5JtlWEOe8erAN/S4GT4YupVoTQaToB3nbbbcydO5cXXngB8Iw4J0+ezPz589Fak52dzXPPPUevXr2adMBNjVKazZu3001xB8jKCsH6dRT/vKHRX7shyHVrCcx4GfvVV+qcutOGQWrYISSPPZ7kYYdDPT0W2wKtJdkcAAFJN8j6rZK35wssU3PUQZAbcbFkld6U2yZ9BwKeD5NpeKLJML0IU5mw1WUCqSlPri4Wb8wL8Ovbtq1Kgoeu1hy1fwKD6oLcTzZvOerb9xEzQfDbx5Azr6hYpvuNwfnFk+QnG39aL6nD/OpW75ivSsdseO/fio7R0jYfzcw0S7HKcqKqEe2Me+77FBjd0xKMtnTIKPgK+dhRAKhJb6I67onxwlmIFe+g+43CmfA4+amMJvgr2j61JZvLJi4nTjsi9cEHH3DooYdWPJ49ezafffYZv/71r9l999254YYbuP/++7nxxhubZKA+O4GTwvrwAwIvv4Q195M6+9s5AwaSOP5Ekkcdg87NbZKhGIZECIHrqvbt5l0XGmwZp2cHwfnjPBGUchUCAdIEoyzp2/Zyl7ypOatuodSMFx+DFMceKPjmUYt7pwsW/yQY3EtzwUmanEiqhojyab1YIolY+ka1ZWLjt8hUIYYRadQIkWkaTJtTU0QBbMyHyTdJXvy/AIGWrFbdScKWg/3NE4gyEaW77gf7nIV483IoXo/x8BFkX/Qtm0u2f8nVwoRAFhgBSBYjHz8GmdMXNpU1Nox0Qes0mxf6NAtpC6l169ZVa/ny7rvv0qNHD6688krAq6abMWNG44/QZ4eR69cReGU6gVdeQm7aVOs2KjOL5NHHkDj+RNxBuzVZ3pPCJO7YzPsa1myGvfvDgG6asJVAbWuJ3J6oGlkyLM+0sqw3XErIyv5x5Unfrby5riGSdIgkuf5sk6QjsUyFqsdLzKf1kW0VYb50NmLFO96CDoO8i3TRWi9n6tw5FBhdcN3GOe6K4jb/fK7u88rni6E0aRBow/ntMccisOepmF8+jDYCcNYMXCuKjHRGvjgJdfzdlMbTO8+lXCgMDSDz3PeRDx0OyeIKEaWHnEFq7D8ocCJN+ef4NJC0hVQqlaroDQYwd+7cahGqnj17snHjxtqe6tOcKIU171MCL07zPJ/qECmpAw4icdIEkocf4TlRN+WQsPhsicVV90qqXnM7ZsMjfwySF423HzFVLpwMCcGQl/Bt2+hAoEIkVaUlI0w7g+s4GIDyNVSbQgiQ2kUUeXY2eu8zUcf+C7FkhpczlShEJIoQoc6N+qZrNte/SUkccsqEVMAWJJKV3wNLapQwWnUeldaafDeH7LPeACFRwU4AxHsdRfiKVZS6IWJu+ufZlAsq2s2LRK3/uvJ9hvySeC3dG3xalrSFVJcuXViwYAGnnXYaS5cu5aeffuKSSy6pWL9582bCYd9/pKUQxUXYr80g+MLzGD/9WOs2Ki+PxPEnkhh3EqpHz2YbW0GpxRV31+zFtTEffnO75Ik/29W6vbcoQpQVppXdQQu8abeK9dXXVfvFMNHhMDoURAdDaCGrC6c2IpJ82i9aQ77KIfusmcjP7yN1wCUUxGzCfY4ndPLj0HEPCkP96/U7ayhSKPbsY/DZ93Wsl5AV9X7PtooxfngPu9coipwwllRklC6GQBYFZo82IKayAcgsWxZzAyR0sMH5X9lWEcaLZ1cTUQDy2ZOJTnoTXZaA3tiYpkFR3CaeklimJmi52DLZ5vPXmpq0P4njjz+ee+65hy1btrB06VKi0SgjR46sWP/dd9+1+UTztoj8YSXB558h8MZriFjtCb2pAw4i/otTSI043OuB1owIafLk26KGiCpnzSZYs0nSr4to3k6VVW0CTNtL4jYMtDTKErzLpt2k9GrcyqfhhEBXqZqrmAoVAsM0sEgQc8r2sdaEzRRxZfsnIp9Wg1KafJlL+MArKU55x2qpG0T3PAZH2KTcxp3eD1tJrjvH4IQ/1J7XM36EJmSlyLaKMd+4GLHoBewRV5N18JUY+cswHjkSAplknTOnDYipmssa+t0P2wrz66cqpl71kDPQB1+MfHSslzP17ClkXLaCxq6JSukgb84z+MuDkh/Xe6e2ow+S3HGRSYdIrP3MGjQBaQup888/n7Vr1zJr1iyi0Si33normZme7i4qKmL27NlMmTKlqcbpUxWtMed9SvCZp7A//bjWTVRGJokTxpEYfzKqV+9at2kOkq7k+5/qPzEv+xkGdhONlpMBVDeiLJuSFpblVcCFguhgEB0IoiyrSm+sHe88bhqCjOSPiJ8/Q/Y5lhI3SIZZSuDrRwju9UvyZZ4vpnxaDUppilX1m6qYalz39HJcV7FPP4cbfm1y3UPVI9OH7a25Y6rClkkECrHZywWSH9yCtX4hYuW7kIqBVojYFmRGF1zad6J1aVJi7XUW1tqvQCtSY/9BKREvZ+qJ41BnvUZhrJH3gTR5bpbJFXdXnqu1hjfnCuYuEnx2f4ioVXd3i12dtO0P6kMpRUlJCcFgEMtq3ohHY9Oq7Q8SCQJvvkbg2acxV66odRNn4CDip5xG8qijIdgKsjelxc1P2cz4qG4xdf/vFUN6xXauiq8iqVuCHfBykoIBEJJodhikQVFpqnYH753EkIIsdzXGg4dB6WbUifejdj8Z+f6NyE/uhA6DcCe9zVaVu8tVKvr2By1Ha9v3LjalSYv3FkBRqeDwfTQds1yCRhytPW/BbCMf88njqk9pmQHU2bMoytyTpFt2UyRqeqQZRiPfjO0EjbHvs0xPuJQnllsGZIZcCmOy0aOGpU6YIecYlNQx3MtO1Vx9ehzttv6kyFZtf1AfjuOQkeF7WjQVIn8rgRenEZz2LHLr1hrrtWGQHHkkiYm/xNln39blOK4dzj7aqlNIZYahf1fdcIFRVTgFyyJMdsD7KSTVTrIBLzlT4TRJnpIGkBaY3hdYvnIect5dsG6ht96KooVRvqWPzy6JEApDQt+ukEhpwsHqPvlaa0pFFtEj/4p85heVy3uPxMkdTDLhiSgpBdliM1qY5LuZaA0RI05QlFJiRIk3IKm7NbNtZV7Khc3FTWOIvG6LqFNEATz/ruDiX1iEzdYvpFqCtIXUnDlzWLhwIRdffHHFsieffJJ//OMfxONxjj32WG655ZY2H5FqTcifVxN8+kkCr76MSCRqrFcZGSRO+gWJkyeiunRtgRGmgdZ0zHa4+GSL/7xQXUwFbbjnCk3IStatMcrymDybAK/FCYaBtqy6hVMzR32U0hQYnck6Zw7GwyOhcHWliOq6H+7pr5DvZu1y0Sgfn3JSOsDLH1lcfpcgWcVu7PhDBfdcFiYgSrEMRaRosddipQpi+VuYn/6DjAN/R4mKkC02YTw6Bh3pSPbEaSQJEFz8PPKNS4ic/jJ0OrjdiKnWQmu6N2+NpC2kHnzwQfLy8ioeL1++nL/97W/07NmTHj168PrrrzNkyBA/T6oRMJYtJfjYw9iz3q7VvsDt2Yv4L88gcewJEGoF03fbQWtBtzx48A8w8zPYnA+DesGhQ6AkBkqL6lkPUiAMA+wgOhJGhSOegBKidmPKViBQXFfj2BnIXocivnmuYrnefQJJEfRFlM8ui2EIvvnB5KI7a16NX/tYcE1EcvsFNpmBIuRdR3o5UWYA9YvHkHNuhPVfIz+4GbvTHsh+xyI+fxy2LEdsWY7x/CkEBxyLfPc6AOTrlxA+/zPipc39V7ZtuuRqoiEoriMqNfFITSSQogFdbnYp0hZSK1asqFal9/rrrxMIBJg2bRrRaJQrrriC6dOn+0JqJzC/+tITUB9/VOv61N77ED9zMqnDDvemtNoAQgiWrzH44/2CSAiOHAqdc+GbFfDfV7yT7Bu32YRNxxNPgQA6EvHEk12l2k3TKgRTXWSapVgf3VpNRAHI2dcSjHaB/idR4vr+Ly2JlIJsq4SUC0WOZ9USNhKEbMhPhlp1NVhbJpayue6hus9XT88WXH+uRVgKwic9iJx+DurstynO3pvwmYdiPnkcOrs3bp/RFCRsMof+BqtoLfKzexE/fYr46VPvhbJ74579NvlxG38avWGE7SQ3/ibIpf+uKXZzM2HqBN0m8qNairSFVEFBATk5ORWPP/74Yw4++GCiUc8A5KCDDmLOnDmNP8L2jtaYn80j9PD/sBZ8UXO1EKRGHkn8jEk4Q/ZugQHuHAqTJ972vpwlMXh1myJD2xIsWWuy/945uOEIOhSq1EytqMrNMA2K4gGK4wJDQCSoiAYSOI7Ctgyszd96ieV403l6wsPIJ46HwtXIGecTvGwscSPUapJhdzW8vJotGA8fhdj7TDL2PQ9XG4RWzkDOvpasc96jwOjqi6kmwFEGXy6te73rQn4xRC0beo4lfMUqipI2yZQgKbLJPvN1tDDIT3nXmsJUhNzRN8EP78HG7ypeR016g0LZGeW0j89QCEFKWcQdk5QjCNiazEACpzFNvspRDiePSNEhy+Ta/0lWrvXu1ccdqrnlAq+xtO9+UDdpC6mcnBzWrFkDQHFxMV9//TWXXXZZxXrHcervXO9THa2xPvmI0MP/w/zm65qrTZPkMccTO2syqnef5h9fI+EoQWFJ9bscy4RIRBKK2sQCUTZkRtCdHdyUapU3kikdYMbHFjc+JuiYDY4LsYTkP7+T7Nk7QTLlkMjdi8CYmxHfPo97+ssUkUPmOe9hPDIKdew/KdURX0S1IBlmDOPVi2HTYuTsv2BrF6JdkTMuAMB44Uwyz3iNrW7TWADsygg0nbLhh3V1bxMuC9bGXJt4XFRMhXsml1nVgtERI474+vlqIgpATP8VGROfJ19ktubgdVoYhmRTSYgr7hK8MddLaeiSC9dMDjF+uIMlGt/A2BIJjtnfYfheNsmUxDA0IcvBFCnfumU7pC2k9t13X5555hkGDBjA+++/j+u61ab6Vq1aRadOnZpkkO0KrbE++oDQg/djfv9dzdXBIInxJxM7/Ux0p0Zs09BCBEzF8CGKBcsk4ZAkEjVwgxGKzSg/J8MUFsBufRWOk2zpodaKYRi8+ZlFUanggd/DvO+8MuSD9oA350oyIwH6dXIpdkKw97lYQ88hPxlBa0WB0ZnsC7+kNKGI+RfoFqXICZF97H8wNi32xNS7f61cmdkd9+QnKUyFAP+2u7HJCCa56GSDK++uPWN5SD+I2JU34fW1UQoZCYIrXkG+NtVbkNUL3f0AxKIXET99gvH8RLJ/+RJbE227y0ZRIsSIqZJNBZXL1m2Bi/8p2LjV4IJxFrIJmoQ7jkvIiBGqUhzY1kVpc5C2kLrkkkuYPHkyl156KQATJkxgwIABgHfgv/POOwwbNqxJBtku0BoxezaZt96G+d23NVarSITExF8SP+10dHZOLS/QBhGg0UwYZfHy11E2ORF+dMMUlEqKYl5I/+A9PS+Z1vplLUoE6JoneG42XH5X5XIh4MLxsGaToHuejSUSnphyoDys5rqazaV+FWtroNzNO+ecd5H/HgyJQm+FkKhff0yBztvlpvUMQ1KaslFagtZkBJNNMm3kOC4Tj1C8OEfy8TfVxVRWFB67RhG2k6QzoZEiiO4xDILZEMjEPeddXDOKGemM/Oxe9B4nN7rHUnMjDZMHX6aaiKrKLU9JphxrEzYbX0j57BhpC6kBAwbw+uuv88UXX5CRkcGBBx5Ysa6wsJCzzz7bF1J1IFcsx7zkfOS8eTXWqYxM4qedTuLU09HtxYtLCM9FPBpFh0IEwlFuuy7EL6+XrFpbudmYAzQPXKUJGolWK6SUFkx7D17/tPpyreGel2C3XoJhuxutckrSpzpBEYelb1aKKACtYMGjhPc9jyLadhSjIaR0gM8Wm1z/sOTrFdA1D353isEpIxUBWdro38egLOWpv4T47HvJPS9JSuJw/CGKs46CDDuetoh1XE2h3YfMX30IVoh8OqGSmswRf8Ha42QSeUO8G5o2TEnCZNqcupPzkymvG8Q+fYRfDdxKaBRn8/ZEUzibZ514TI1WLiojk/gZk4hPPBUi0UZ9vxZDgDBNyMhEZWahTbPihGwYkuJkgK1Fki1F0KMjhG2HQDOIqJ1xGS5MRtl7iiBex8zjgO4w8x+KiOm3T6iN1uKuHTbihFa+ipx+rrcg2tkzUM3/AQA16gYS+/yGYrf9iKm69r2rbR5+y+LPD9S8WI/cV/PYn1wCsmk+L8OQJBwTpQUhy8XdwUoww/Dyhqrm7tiWQTLVOvJ0d+a4jzlBjv2Dxfer6t7m7TsUe/cu9YVULbRZZ3Of7VDFpFRlZBA//Szip/6yfQkow4RIBJ2dg7Js7wte5Tvuusqbe8+G7jmV8+6t/TwQS1CniALvztCnjZHZHfec90DaGI8fBZsWt/SImpWYY/GXB2uPeMxZIPh6pWTYoKZpt+K6ClMkQZDWVF7dr1NzbK1FRO0s0YDD6aONOi0jgjb077YD3SB8mowGCanPP/+c+++/n6+++orCwsIaH6QQgkWLFjXqANsDRf+8m+zH/ofOzKDo8NHoaDuawjPLBFRGJipQZjy5nS94W/r+hwMaUWEEWpPsKEjRhv6gXZRSNwh9xxGa+DS62wEUyK5orcme9BZi2RskB46n2Gk/0ai6MAzJB59Tbyn7vdMl+19lIpogmdln+7iuw+SjA9z3MqzdXHP99eeo+rtB+DQ7abs6fvbZZ5x99tl89dVX7LPPPiilGDZsGEOGDEFrzcCBAznppJOacqxtFtWzF+5tt6N+c177EFFSIgM25OahuvfA7dAJ1w60yzukoOUw5oC6/66pEzQRu3VWHPpUp9QNUNLjKAqk5xellCZf51I66NQKg872jhDU21MNoDQOSrXthO22TtSOMec/il+O0phlFXR9u3qJ+WeOcRHaN8dsTaQdkbrvvvvo2LEjL7zwAgCHHnoo559/Pocccggffvghl1xyCdddd12TDdSn5alwHs/IwI1moMsjNQ0QUEJ4kcu24ktiyyR3XWoy6lLBzxurr9t/N815JyqU7/jbZoi7FlUtDpTSxNSuk+HguorhQ+rf5qTDNAHTxfEP6xbDdRVZgRLumGpz03kmjgu20XSVlT47R9pnkIULFzJlyhRyc3PJz88HKv0+DjvsME466ST+9a9/8dhjjzXJQH1aDmGaEAqhMzPRoXCl4XgDtJCUkpJUgA35ko353t1VRtAtSzZvvaJKa01uOMaHdwWZ+ZnkudkC24Lzxin2G6QIynibmqr02bXRGnIzXEbtJ5j9Rc2oU8dsOPEw7V+sWwFagyRJxExWXKl9cds6SVtIJZNJOnf2DCJt2+usXVJSWam0++6788orrzTy8HxaEmFICIXROblV8p924HWkwfL1QSb+RbK6SlRnxN6CR68xiJitu/rES5Qv5ZTDDMYdbCAEWNLBdZUvonzaHEEjzsN/DPPH/0qefVdUJH0fOBge+ZMiw47tVCK4j8+uRtpCqmPHjqxb53n8h8NhMjMzWbJkCWPHjgVg3bp1mOauEyJv1wiBtC1Udo6XRL6TDYOLEkFGXyYp3aarwQcLBRP/Injx/wIEjMZvedDYOI6LgQt65yqOfHY9hBBI6fn+tPS0ttYQEKX8/QKb//uVRWEphAIQtl1CZsJvZeTj00DSVj5Dhgzhyy+/rHg8fPhwHn30Ubp3745SiieffJK99257TXV9qiNMA6IZuDm5aMPY6YiLYZo8OoMaIqqczxfDhgKDXnltq5rPxycdDENQnAzy8ybJ9z9Cr04woIcmYiXQqmXVuCRJ1EoSzapc5jem9fFpOGkLqVNOOYUXX3yReDxOMBjk8ssvZ/78+Vx99dUAdOjQgauuuqrJBurTxAiBsAPoDnmoUGSHp/G2JZ6SvPtl/cWh8xdD3xESp510bffxAc9qYGNxiBP+IFmxpnJ5bia8cnOQgV3jLS6mfNoPtZmU+jQPaQup4cOHM3z48IrHPXv2ZObMmXzyyScYhsH+++9PRntpcbKLIQwDolFUXgeUkI0aGjINTU6GBuoup87LrNmo1MenrVOcDHLU5dXzAgG2FMLYyyVfPxIkavmO+D47jhAQd4MUxQy+WQHZGTCohyZsJcG3SGg2diqpKRwOM3r06MYai09zI0DaNion18uFaoI7GQOHS062mfFR7UIqaMMBu2k/L8OnXSGlYMkPooaIKieWgOffhfOON0i1E0dun+bFE1FhfnWb5J35lefXaAgeujrA8D0Fhm+q2iykbcjp084QAhEK43bphopmNFk4WCnNbj1dTjmi9te//6oyl14fn3aEYUjmflf/Nh9+LUm5/inYZ8dIqgBT/1ldRAEUx+C06yVrt9oI4RurNgf+t3hXRAhEOILq0hVlWk2e5G2LOHdMdXnhRsWhe0H/7nDKEZr5DyhGD035Lr0+7Q6tNd071L9N944a0/AjsT47RknC5NWPaxdKWsPNTwhcbdW63qdx8f0KdjWEQESjqE6dUfXkLTU2tohx+J6SA/9i4ShBwFKYpPzcKJ92ieMojhgKlgmpOu4Tzj9R4/oOiz47gBCCH9fXv8287wRxxyDsX+WbHD8itSshJSIjo9lFVDmuq7BlgrAZx9BJX0T5tGtCZoJH/6SobXbl6jMVnbIc3/LDZ4fQWpOzndquDllg+A3VmwVfq+4qlIuoDh1bRET5tA8sA4KitFqT3wwrRlyF8HOmqyNxGLm3YOHDNv+aJvh6haBnJ83lp2p6dnSwRKKlh+jThumQpejeUdboAVrO705RRAJJv61MM5B2RCoeb/3O0z51UC6iOnZqMhFlmhKkhTQtpPSFWnvEMiAztgz7wxvJMr2y/SyrhMD715MRX4FltOz4WiMGKTpllHDTuQmeuz7Jfy5J0L9zqS+ifHaaiJXgmesUAbvmutH7a47cT/nefM1E2hGpww47jOOPP56JEyey1157NeWYfBoTWZYT1aEjTVGYZxiS4mSQWZ8Jpn8giYQ054+z6d/NJSB98d1eMAxJZmoV8qHDIVmMmSwh77g7Ea/9HvHV4xgLnyDzvLnkm71wXf/kXRWtAZ0iIAHVKD63Pj4opRjYLc7Ch4PcO13w7peCrAhcfLLioMGKoIz5U8fNhNBpJqr85je/4eOPP0YpxaBBg5g4cSInnngimZmZTT3GZkUpzebNxY3+ullZIVi/juKfNzT6a9eJFIho00WipBRsKQ1zxCWSdVuqrzvuYM19V7jYItbo79tQsrJCABQUtPxY2ipCQLZZhPHCGYgf5ngLQzkQ2wqA7jcKZ8LjFDgZ1U7e/r5vOfx933I0974XhkksaWBICJqpXfpmZtt9n5cXbfJZkrSn9h544AFmz57NJZdcQiwW48Ybb2TEiBFcccUVfPrpp005Rp8dQTStiAKIOQGm3FxTRAG8/qng1U8MTNOf72kPaA35TgbuyU+he4/wFpaLqD4jaxVRPq0XIQQRq7pZY1AmfDuGNop2HYJGAkskdmkR1VI0qGqvc+fOXHjhhbz11ls88sgjjB07llmzZnHOOecwZswY7rvvPtav305Npk/T0ww5UQCxpMGn39a9/o5nBUXxWibwfdokWoNCQqRz9eXRbmikL6LaCEIIso2tBL/4T0WuW8hIEPl5FpnxlX6um49PA9lh+4ODDz6Yv//973zwwQeMGzeO1atX869//YvRo0czdepUFi5c2Jjj9EkTYRiIrKxmsTgo3U4K1OqNoH1n3XZDllWC9c7vEYumeQvKPlv5zdOYs/5UcVH2qY4QAiVsYk4QB7tFizGEgGxjK+YTxyLfvR5z9p/ICSUJ//gW8vlfYjw0goz4CkzfGMfHJ2122P5gy5YtvPLKK0ybNo1ly5YRCoU47rjjsG2bV155hXfffZfrr7+eU089tTHH61MPwjTQ2bnonJxm6QCeEQEpQdURSd6jDxjCDzO3JQxDooUXkhDaqeiBaJoSM7YB8fXTgJcTpU99DvHMyYgf5iC/fgJz+OWYgQy/UqgKjrZZu8XitqcF35TZH1x5usXgni62aP5iDC9qaKDDHRCAXPAwcs1c2LDI28AKgxVCi7LMeB8fn+2SdrI5eCZgH3zwAdOmTePdd98llUqxxx57MHHiRMaNG0c0GgWgqKiIiy++mB9++IH33nuvqcbeJLTVZHNhmejcPFRGVrMZXbrYTP2XzfQPar/DfukmxWF7xFp8zt5Put0+UgpKnRALlgoemykRAs45VrFXP0XIiKO1JmA4RDfPR3z8d5yTHqbQzSTLKMSYfjZ6xB8pztmPhFt9Xqg973shvO9AwjHRgCVdAkay4ibGxeLVTwOc//ea34/fjtdcfabTpGKqrn3vRaWKMF6sUjgAEO2Me+77FBjdW/w729Zpz8d9a6clks3Tjkj961//4qWXXmL9+vWEQiEmTJjAqaeeWqsVQkZGBuPHj+ePf/xjow7Wp3aEZaE7dUKFws3qFm6KJP+82GLNJq8dQcV4hOfcfMBurn9CbgMIAaVOmOP/IPl2ZeXyF+ZIhg4UvHRTiKAsJeGakHcAofGPU5AKobUmX2eQ9YsniTl2DRHVnhHSYEtpkL8+JHjhfYHjwpgDJLecZ9ItN4HQDrGUzW/vrP0Efs90wZRjDXp3oMG5ZVIKL3Koda3RP4VFzLH5ZJ4gnoR9B0aIBioNQLWGBEFCu/+impDSXfbFtXNwk/531senIaQtpO6991723HNPfvvb33LCCScQDofr3X7PPfdk6tSpOz1An/oRlonu2LFMRDXve2sNIaOU5/8aZO0WyewvIBoSHH2QJmKnMEk274B8dgiFxV8fEdVEVDlfLhX841nJn8800coh4ZqeoCpDa8hPhJpxtC2PEILNJUEOvkBSWCUt7O3PBO9+IXj3XwH26g0vzwW3Hrf3e18W3H6eiZOm9XS5Z9s3ywRfLIE+XWDE3hCyEhWNv1M6wLPvWvzpAUGyoihPcNooi9svNLBFKSEjQWjVW8g3flf971o2E/Od35M16mYKnEgD9oiPz65N2kLqpZdeYvfdd0/7hQcOHMjAgQN3aFA+6SHMsum8cKTFKqa01gRkjL4dBecfX/ddsk/rpSRp8eTbdYe+H3pdcNlEm7Dp95oAcLXFtf8T1URUOY4LF94hef1Wi/W12IJUZWO+wFHpTTkYhmRNfoijrpDVXjdgw3PXBzhoNzClYt73JlfeU/M1n50t6JAl+cvZFmGjGDl9irci2hk1+S3E65d4uW4LHsEcPI5Aj6NIJP0yzKbEMCSm6VW7JpP+d6stk3Ztxs0338wnn3xS5/pPP/2UyZMnN8qgfLaPMA10Tm5ZTlRLj8YTVKmU64uoNkjSqRq9qElJDFKuX31ZTtwxmf5h3fvjmxVQkpAM304DiFH7aUyZ3velOBnk6G1EFEAiCb+4VlIQC1CStPnLQ3Wf0v/3mqA4blHsBFBnvgaZPbycqOAAzx+sz0jU4X8i2W24L6KaEMOQxNwwsxaEuOyeILc9G2RjcYSU9q1i2ippC6l58+axadOmOtdv2bKFzz77rFEG5VM/wjDQWTmorOxmzYnyaZ8ELU1GPTP1eVlg+UaNFWjqn7KjbH3/bor+3WtfnxGGkw7TOM72Oz1LKVj8o6jV+Lb8vR56XYAw+GpZ3a+TSEJxqSDhWhTn7Y+aupACozuO43pmq6c8Q/KAS6o1pPZpXAxDsKEoxCEXGvzyr5JH3hDc8qRgyBTJ3dMtUjrY0kP02QEazS2ksLAQ2/YVdZNjSMjKQufm+iLKp1GIBJJMnVD3sXTpREVGwM93K8cyFIfWE23q3hEiQUXYivPG7Yoh/aqv79ERZv9TkWGnV7FnGJKvlte/zZdLBEpDblnHrt5d4LxxcOF4OGBw5XbBgPcz4VpsLjErikG0hq3JiC+impiSZJBTrq29G8QtT0oWrzb8pu9tkHpzpL7//nu+//77isfz58/HreVWLD8/n6effpr+/fs3/gh9KpHSa/uSm9csPlE+uwbadfjteMWiHySvfFT9JH7qkZqzj1a4rp/DUU7QSHD7bw1GXCRr9VC7+TxPeDqOJjtYyoybA2wpNli5BrrmQdc8RdROv5WHUpq+Xevfpm9XTWYoxaWnWPTuIjENmP4BxJNw5li48dfwv1chaG0/AubTdGwplny3qu71tz4pePgPFqbwb1zaEvX6SN11113cdddd3oZC1BsBiUQi3HnnnRx++OGNP8pmpNX6SAnRLG1f2iO+p0t6JFWQLcUGr38KUsBxB0N2xMWWO+511F73vYvJN6sC/PYOyfKfvWVdcuGWCzSjh6YqrAaqIqV3Dt2RQHLMDbPXFIOSOnbjlw8qumWXEFdRzv6b4L0vq6/v2QnevkOTFyn1LUmagdqOeykFc5eEGXd13RNB/brBO3ekCJvNb9baXmh1PlITJkzgoIMOQmvN2Wefzfnnn8/w4cOrbSOEIBwOM2DAAAKBQJMOdpdFCEQk4osonybFlnG6ZsH5x3t+UI7jtopChtaIgcP+/RWz7ghQkvAiU9GQLos01R712ZkocshMMP2mIMf/QdYoDLj1AkWHzBRSGjz3jua9L2ueI37aAFPvhEeutmoVeT5Nj1Ka7h3r32ZAd41t+kK3rVGvkOrevTvdu3vZkjfffDMHHHAAPXv2bJaB+ZQhQIRCzdI7z8dHa0il/OmfdHAcRdCIEaySVrS9JPQdRrvs1TvBt48GeGoWzFsk6dNVc/44TU40hSWSFCdD3Pl83dGOWZ8LYikTy/aFVEuRG1Xs0Uey6Ifa1199psaWqTrbbvm0TtL2kZowYUKjv3lJSQl33nknb775JoWFhQwYMICpU6cyevToep/3/PPPM2vWLBYvXszmzZvp0qULhx9+OL/97W/Jzc1t9HG2JCJQJqLErtFF1DBMipM2RTGBKSEc9PJJdsZWwe+b7NMeENohw3aYOs7g/OMlptS4rlMlaihYU3dhNeA1Gs/0a4JajLAVZ9oNYcZcJmt8VtdMVgzs7vj5r22QOnOkpk+fDsBJJ52EEKLi8fYYP3582m9+zjnnsGjRIq688kp69OjBSy+9xIwZM7jvvvsYOXJknc8bMWIEw4YNY+TIkXTu3Jlly5Zx9913EwgEmD59OpmZmWmPYVtaU46UCAZRnbugTKvRx9MaSekg0z8y+evDgk0F3rLde8N/r1QM7JpA0LCE56QKUhgz+ORbQdCGg/fQhO0Uhu+43mw0Ro6UaUqKEwFKE97NRChQnsztR86qEneDHH2VxeIfa19vGvD9E4qoVYuTqE+jUt9xX+5Q/8USwVufCTrlaE4fDRkhL7Los3O0RI5UnUJq8ODBCCH46quvsG274nF9CedCCL777ru03njOnDmcd9553HXXXYwdOxbwTB3POOMM8vPzeeONN+p87ubNm8nLy6u2bN68eUyaNIk///nPTJo0Ka0x1EZrEVIiEER1aV8iSojqfcWqHk/SMHn63SC/+3fNA9404LP7Fd2yS9O2fEjqMBf9s3oVmmHAnycrfn2ci9WEzWJ9KtlZIeVi8e0qm4v+KVnyk7esXze482LF/gNSfnVTFUxT8sb8EJNurD16feZYze0XJJHa32dNTTrHvWFIDEMCmmTSvyloLFpVsvljjz0GUOENVf64sXj77bfJyMioNo0nhGDChAlce+21LFu2jAEDBtT63G1FFMCQIUMAWLduXaOOsyUQgQC6nYmobKsYqV3yVTZKaWxDkWHFiaUkpW6Q4oTNdQ/VfrA7Llz7oOC/l1tpRZO0sLjp8Zql/K4Lf31YsmcfGLWP9F3YWzmGIVn8k83RV8pqAnzFGjjpj5JXb7U4eDfH/xzLcBzFEfu4/O4Uwb+mVT/2D9tb87fzFAZJ/Imj1oHrKr+Csp1Qp5A66KCD6n28syxdupQBAwYgZfW7p9122w2AJUuW1CmkauPTTz8FaPP9/UQggO7cBbediSjztd8iNi0ie9LblFo5RAoXIR8ZTei4/0C/E1lXGCG/nkDgzHmCpGsSMrYvpEqTFo+8UfcdyF8fkRx0i03Q8KNSrZnSpM3ld8s6KwevuFsy8/YAQaN9WSvsDJaIc+VpNheOt3hznqA0AWP213TOdgnKuF+FWQdCCKRhoLTAlMovuPBpEGknmzc2+fn59OnTp8byrKysivUNea0bb7yRPn36cNxxx+3UuISoDA02JqZpgGEQjdbTAsA0oWtXCDX++7cUEoWx9G3E99MBMB4fS3TUDYgXzwYnjnztIsJXnEAwUH/oNWB5EYp0PpsNP0sS9eitb1eCkGaTfM4+1TFNz0phR/b1ms0Gny+ue/3iHyHhGnTO9T/HbemAYuqEchsLBQjA30+1kV8sWbFOcO9LkF8sOGG45piDoFP2joupnTnufXaObfd9cxQb1SmkdrRv3oEHHpj2tqKev7C+dVWJxWJMnTqVgoICnnjiibbbpsaQkJfXrkQUgEIieo9Ejvkb4p0/waYliOdO81aaQfQ5s3HMTCJBTe8uglV1zMyeMVaTFU4vDB7ajp1ZhyyQu0YRZJsmnVOA303DZ2fYWiy5/C7BM7MqD6QZHws6ZMGc/xj06+pHpny2T51CatKkSWmLGfASxRuSbJ6dnV1r1KmgwCvXKo9M1Uc8HufCCy9k0aJFPPjggwwePHi7z9keWjeNC3NWVghcl+LiWqaTpERkZ+OKALqVOEALAdlmEUKlyNdeS5qg4RCRRcRVkBK3IYLPJmvoeVg/z0N8N71iqRr/ECWZexEvcgiZmnuvCHLCH2q23cjLgt+fromVlpLO3gmaAUbsbfPBwtrXX/QLRdBIUFDgtz1panYm2dySAY4cavFuLQaT4PWQCxgOBQX+FG1ttFdX+cbCNCVzvgxVE1HlbCqAU68TvHarJrgDzv7+vm85aks2b+qoVJ1C6uabb27SNx4wYABvvfUWSqlqeVJLliwBYNCgQfU+P5FI8Nvf/pYFCxZw//33s99++zXpeJsMASIcRuW0nibE5SLKmHY6onA12WfPIm7nENr4OfLxYwkecwfsdlraYso2FGb+UsSymdWWy/euJzxpOEmZi+O47NM3wUd3B/jj/YL3vhQEbDh9tOZPkzSZgVjaJnUBI8n9V5kc8TvJ+m2agx44WHPOcRrX8UVUaydgJLnjIpODLxQ1pmpNA/79O0XISjadCaZPu6YkYXP7M3WHpr9dCcUxg2CkGQfl0yapU0g1hQFnVcaOHcu0adOYPXs2Y8aMqVg+ffp0+vbtW2+ieTKZ5Le//S3z58/nvvvua/RE+OZE2EFUh46tyrXcNkGu/hix6n0AjEdHExp+JfL1S0A5yFl/JrjXqZSq+u0wACypyShZjHxkFKRi3nTegKMR378Mm5ZgPD6W7Mmz2KqzMLRD/84uj//JJqUMBBA0U0ga5vSrlCYvEuPTe0O88pHghTmCgAXnn6Q4YDflJ922EZTSdM2OM/e+IFf/VzBznkBrGLWf5rYLNd1z0m/86+OzLa4WrN5Y/zabC6BjFP984VMvLZZsPnLkSIYNG8Y111xDfn4+PXr0YPr06Xz++efcc889FdtNmjSJefPmsXhxZdbpJZdcwocffsjUqVMJh8MsWLCgYl1ubi69evVqzj9lhxGWie7YEWW02MdQK4kUmN0PJ3jMncg3L4OtK5Cv/tZbGcjEPfd9ClPhtCJoSkh0KA9CeaA3oabMxskZhNn9IOSsa9AdBqOEUXGiUkpjiQSWUfYCmh0q11ZKETJKOHOUweljAkgJOhXHdZV/UmxLaJdu2aX87yqbhOMdFLbhEjCSvgO0z05hGYrBvWDD1rq36Zzriyif7VOnIeeaNWsA6NatW7XH26N8+3QoLi7mjjvuYObMmdVaxFSNUNUmpMotEmpjwoQJ3HLLLWmPYVuay5BTmCa6QwdUNKPVflGzgimsl6cgFs+oWKZOn05x9zEkkulHAgxDkKXWI0o3URQdTNKVRM0YgZ/fx+0xnPxUtCmGX4Gfr9ByNMa+FwKUsIglTUAQtFIYpFrt96a14B/39SOl4Ksfwoy9vPbpvSOGah77Uwp7B5o8+/u+5Wh1zuZSShYsWFDN2Xx7pJts3lppDiElDAOdm4vKymk1eVHbEjQcIpvnI584DlSVfKKcfrhnzyKfDg2KCBiGQKJIuZXHUMASJFJN//f7J7WWY2f3vZSSrbEQtz7lTdEqBScdprlmkiY3HEdrP0GqLvzjfvukdIDH3jL58/+q+5Xt1Q9euVkRMdPvplAVf9+3HK3K2Xzq1KkIITBNs9pjn53EkJCVhc7OQbfSqQnb0ETyv6oUUYFM9ODxiK8eg60rMB4dTfa577NVZ6YdFXBdjbtNHlhziCiftosQgk0lIQ6+QFJYpT3cE28JXnxf8NE9Qbpnl/pTfD47jCUSTDlKM/FIi5nzBFuLNEcOhV6dFCEz7h9bPmlRp5C6+OKL633skz5ClPWZA0Q0A5Wb16q/oI6W6KzekNkDYltwf/UBTqQHVtehyDcvQ/U5AhfDn1rxaVJS2uL394pqIqqc0jj87l+CJ66xsWXDp14ag4pmyknPsiMSVETtJG4rKCM0DEE85UXwTNPwGzzXgyGSZNpJTj9CIoTAdRVK6QYVuDTZ2AxJ3DFxlSBoudVnB3xaDa0ry7mdIYTXkX1LkcHbCwTdZIj+e3TB0ikkrfcLoZQmX3Yke8psSBZRFOhLKgGRPc4g2HlPnA5DKEj5NcFNjWkaFCVsQCBQRAPJXaqvXCJl8vqndUfB3/9KEE+Z2IHmF1IKk69XBbjwDsn3q7xlPTpKbv+t5LC9Ulgt1EzZO+eE+Hq55P5XJPEknDwyyFEHaqJ23K9yrIfW9t1KqBCffy/59wuSrUUwcl/Nb8drskMJ0K33+rErUmeOVF0sXLiQt99+m59+8lqx9+zZkzFjxrDPPvs0yQCbm8bKkRICYm6Es24UfLhQEA5CXiZsLoS7LtUcdUASM40GvC2JlAIpwHErDxHbkiRTreuEsz3aYr5CSod4ba7B358W/LgBBvWEayYpDtvLxRJtx4ByZ/Z9YSLMoDONerdZ9LgiN1RLyKoJkVKwYkOY4VNlrR5WT1+nGLNvvFpkyjRNkq7EMhTKdZosmpvUYc64QfLhwuoCtGsevPcvRU7YnwptDnb2nJPUIc77u8Gbc6t/jgEbZt6u2KNnHKX8KGNttKpk821xXZdrr72Wl156qUbynRCC8ePHc+ONN2IY9Z/4WjuNJaRSOsBv/m7V+CKU8+l9in6d/JNac9DWhFRCBfndv02mf1jz2Ln4ZM3vf5nC2oFKopZgZ/Z93A1y3B8sFv1Q+/reXeC9fzmEmrlpcVIFOOsmi/e/qv273bMTvP8fb1xamBTGAzzyhuCLJYK+XTUXnKTpkJHCbOSolWEaPPB6kD/dX3sV2sh9NY9fs2NVaD4NY2eOe9OUvPVFiDP+r/bPsUsufHKvS8go3akxtldaQkil3XHs3nvv5cUXX2T06NE888wzzJ8/n/nz5/P0008zatQopk+fzr333tuUY21TlCTMOkUUwA2PCpLKasYR+bQFhBCs3mjUKqIA/vOCoCi2a8zIRwNJbruw7ujn385TZASaP6qbUkadIgrgpw1QEpdoYTJ/aYA9J0tufkIwcx7c97Jg33MlT79r4+jG7QtaHLf597S6T+lzFgjiyV3j2GnLlCQt7nyu7s9x3RZYt0U0SzNen/RIW0i98MILDB8+nLvuuot9992XaDRKNBpl6NCh3H333Rx88MG88MILTTnWNoMQ8PN2HHO/WCJIOm07eufT+JimwQOv1n+GnP4hWFb7P3YcR7FvvxRPXKvomF25PDcT/nul5vAhToskUQtge4F3Q0IsFWDiXyS1DfGqewRbiq3GvRgKwbot9W9S6gejWj2uEmwurH+brUX4VfStiLSF1ObNmxk1alSd68eMGcPmzZsbZVBtVBgBTwAAL6pJREFUHa0hJ6P+bTrnghT+tJ5PdTSCknj9J8iiGLvM3agpkhy9X5y597kseEjx5UOKzx9wmTA83mLTmwHTYdyhdX939+gDmWGXj76GeD0Bs//OEBiN2NVAoNi9d93rLROiIf+c09oJWoqDBtf/OfXtip8W0opIW0j16dOHjRvrDrNs2LCBPn36NMaY2gU5GYq+Xetef/mpXhWWj081tMsvDq8/mf/Yg1q+wsgwJJZlYBhpn0J2GNd1CZuldMksoWtmCSGjFOW2XNWSKVLc9BtNpJae3YYBd1+miAQcVq6r/3V+WCtIqcZTxNFAkr9Mqfu4OHOsJmz71V6tHYMkV5+lkXV8tcYeqIkE/c+xNZH2WfD888/nqaee4vvvv6+xbtGiRTz99NNccMEFjTq4tkzUTvDs9arWk+2xwzRH7Kta/GLo0/pwHMXBe2p6da59/b4DNb07q5a7GxUGpU6Y2V+F+Pf0IO8uDFHqhBGy/U81lqO1pkM0zrz/KiaM0BXTfEcM1Xx8j2K37gmSSZehA+t/nQMGK2yj8c4BjuNVdV59pqoRsRxzgOav5yqk9m/edhYpmzY/SWvomJlk2v8pMsLV1x0xVPPAVZpAC3mn+dROnVV7d911V41ls2fPZvHixQwfPpx+/fohhGDZsmV8/PHH7LbbbowePZqpU6c2+aCbksZsESOkQVEiyKNvwjvzJZkRuORkxV59FQHZNirI2gNtrWrPMAT5sTC/vk0wZ4F3xhYCxh2q+dfvNGFjx9pW7DTSYOmaIMf9XlJUpWAoMwKv36YY2DWO3qYku63t+4YghMDRFgnHRFOzmXLMDTPsAqPWpriWCd8+psi0G9+6wdE2pUmL9xYIShMwch9NboZL0Ij7Jro7iBCQcIMUxQ0W/+jl6fXqrIlYiRrHPDTOca+FQcwJsPQnwZYi2LMvZIddAv7nWC+tyv5g8ODBDX8xIfxee7VgmCZKBDANjUrFcF3/W9CctMWLuZSCuGMTS5mUxCEjBCErhSWTLXYSLXUi7DVFUlqLjVUkBF8/oggb1YVBW9z3jYVhSH7eGuLoKyXrqySBh4Pw0o2KffolmtSpOju7ct/7F94dp9wT8NxbBbM/r7wg52bCk9cq9u2XQGxjkNmYx315BMy/bqRHq+q1N2vWrCZ9410J13HIyvKsDgri/pfBZ/sopbFlAjuQICtQubylLoimafDmx6JWEQVQEoNZn8OE/2/vvsOjKtPGj3/PmZJMGpESSmhCDL24hICIQYWIAvsGFF/pZWGBFRRF/Knouuq6CiogRYEAYkR5BekoCyawIiwSFJGOQJDeAqSQZJIp5/z+iBkZUpiECSncn+vKdZFTn7k5mbnnqZ1UabL+ndOpEXqXlR1zfDl4UmHPMWhUByKb6viZcqCUJ1TMe1Ykibo1OU7ffEkUwNV0+PPLKnsW+VDdv/QmWZVO5eVfoYlUaGjo7SyHEKIcMxgUEm9S2bzzkELfBySRup7TqWExZNE+TKFjExVN03OXaZHPxgrjWrYhXxKVx+GEacsU/vUXE+j221wyUV6U/pAbIUSFp2k64XWL/vQPr6vLt+dCaJqO3e6Ute4qGFVV+PVU0cds36dgtd05gy1EfsWaxMThcJCQkMCePXtIT09Hu2F5bEVReOedd7xaQCFE2bPbnTz5IPx9IWgF5AIGA/R+IPc4ISoLXc/tC1WUqkFgNJTvLxBVTJko6KTaAwAwGSDIopFuBbtT6lNulceJVGpqKkOGDOHo0aPouo6iKK6RQ3n/lkSq/FCU3P8XqSEQ3uLvk0PcJB+G/Et16w+iqvD5axr+ZhmSLSoXXddpUFOnalBun6iCPPekhq/RXuAC1uVBFVMmxoSXUGwZBPeYTaYeQKA1CXX+owQOWMM1/6aSTN0ij6P34Ycfcvz4cd5++23i4+PRdZ2FCxeyfv16evbsSatWrUhMTCzNsgoPqAYDVqcfh8/5s+2gH8kZ/tg0X1lO4A6nKKAYTNh1M4rBWKJ5cAw4eLitjQOfaUzsp9OrE/y/AToH4jSiWtlQyT8CLTeh98ILEKKM+BlzWPJ3DWMBrXePdtDp0Ewrt022FpOO6dBXqHs+Qzm0EuP6cQRdO4DhkyjIuIgh7hGCfMtn2SuSQqc/uNFDDz3E/fffz9tvv01KSgr33XcfixYt4r777gNg8ODBNGrUiDfffLNUC1zaSmP6A7g9w8B1xciBUz70e0Plctof26Pa6MS9WobzD5WxO3kIPuTOK3QpzcTslQpHzyg0a6gzro9O1UA7Rko2QaPRaMShKRhVHYcjfwJl131ItxpJ+Ck3i+raTqeKn6PMlnW5E93pz7036YqRq5k+TF2q8MN+hbsCc2uiOjbXMCv541ueYh9sysD49SiUX79236Ea0Qb/m4yq7chxVp7FrMvV9Ac3Sk5OplWrVrknGXNPs9n+eBPu2rUrCxcurPCJVEWWZvXhsRdV7Dd8rn2/R2HQP2HJ333wUQsZvy4qJYduZtkWMxNm//FGsnWvwvx1CgtfMtM9QsdA8Ucb5SVPBQ3Qs2Ph5VgDX8Rf/+al0L+biffGqJgo+w8XIYpD0R1U93fwzggTVpsBo0H/vTmv/NfmpNoDuOt/FmD8ogec+9m1XfvfZWRUiyDHIR3lb5XHTXvBwcFYrblvgP7+/hiNRs6fP+/abzKZSE+/yZLVotQoBiOzVyn5kqg8/92nkJopfzB3mnSryS2JyqPrMPI9hSyb2av3Uw1G4jaqNyRRuf4vQeGT9SqqFxfqFeJ20XVAs2Mx5i6YXRGSKMjtWK5knIcrR922K3sWYymgNk0UX7EWLT527FjuSapK8+bNWbVqFTabDavVyurVq6lXr16pFVQUzWozsG1v0dWX+3/LnQ9IVA4Gg0I1Sw5+hj9qGQOMVqr6ZKGqCmazkcXfFv7/rWmwbruCyeS9BDsjx8z0ZYW/rcxYrpKR493kTdya0l47TpQdo0EnMDspt09UzjVQjVCjGQDKoVUY148l2OT9rix3Go8Tqfvvv5+NGze6mvOGDRvGnj17iIyMpFOnTuzfv5+hQ4eWWkFF0YwGnWo3GaZbLUhmOa4sDAaFKtol1Dn3Yjm+Dj9DNgFGKz57P8GwKIpg5SqKonDiQtGfkCcv4NWBCHaHwpW0wvdfTYccu3xqlzVFUcjR/biUEcD2w/4kXQogy+mPsaAe1aLCUnQNxZYJTpurT5Rj+Bb0Jr1yD8hOQWaHvXUe17GPGTOGESNGYDbnfpvs0aMHRqORtWvXoqoqjz76KD169Ci1goqi+RgcjO9rYtOugnPjIH9oUk8mTKwsgkzZGP5vIKSfQV0zAkuvOZB1GXXz3wEwrB+LpfdiHmjlw/8lFJ643NdS92oThcmo42uG7EL6sPuYwWySZ7AsqarCNZs/A/+psOPAH9tDayh89ZaFe2pn4yxgAIGoeOyagWtBLQkcugkc1tyO5dlGgnvFYqw9F0e70aQ5Asu6mBWex6P27hQVedSeTbfwzAwDa7a5f3AaDLDybY0O4dmgl9PJTkpReRpB4y0Gg0oV7SKGRV0g/Yz7zurhOAfHk6pXJcPmR+vhKhkFvPSqQbBrvhOLIctr5dJVE6994sPCrwtO3ob30Hl3ZA5ospxGaSvsubc6/YmZpLI3Kf85/hb45ROdQGnuuSXl7T3HZHCi6Bo2zeTa5m9ykOUwVrpWirIYtVfiWbiys7PJzpYRYOWJWbEy81knq/6l8UBraNYAhj2ms3uhRvvwnDsyiaqsnE6NNLUm2l+3g3pdc4xPINrw70jVq6JpOv7mbOKna1Sr4n5+raqwabqGv8m7f8OKZufvQ3SaNci/r2kDeH2ojiJrkpUZRVE4f1UpMImC3MWnP9sAZh/px1aZ2J0GtyQKINNe+ZKoslKs4TNXrlxh1qxZJCQkcOXKFQCqVatGt27dGDduHNWrVy+VQgrP+ahWOjdXifi7CYdTwdfsRNXt8gdTCVmUTPjlc9CuS5BzrsGRf+Pb6M9k4YuuOalfQ2PzDIX9SQq/nYd76kGzBjo1gpz5lnnyBj9jFv9+38KPhxU+/Xfud7Whj2pENtPxM1oLXGJG3B5ms4Ht+4o+ZutehVG9DJikK5sQHvE4kTp9+jQDBgwgOTmZu+++m7Zt26LrOsePH+fLL79k06ZNLFmyREbulQNOp4ZJycFkBGSh+UopwJCFz55PUDdNyt0Q3BAc2ZBxIbfPVMwCuPvPpDru4uVYA0sSFOqFQM2qcO4ynLusMLaPkZcH+LhNkqkYjGTmmECHAF87mrP4fWU0TcdXzeLBVirdInxBB4ctG6dTkySqjOm6nq928kZ3BYDRqINUYAvhEY8TqSlTppCamsrs2bPp1q2b2774+HgmTJjAlClTmD17ttcLKYQowu99otAcbn2mFEXhQmpuEgVw+lLuT56PVimM6W2khn8OqqpyzWbho68UVmxRUICnHlYZ9T8+BPlYS9Qh3enUCPi9Y3maVTKomzEaDWTkGNF1BX8fR4mS2Jux2Zx0bg1mE9gKaWH9W28dk2IvYMEfIURBPE6kfvjhBwYOHJgviQKIjo6mf//+rFixwquFE0IULMPph9JmBGa/auhhj5KqV0VRFaoM34JydgfZ9aJxGANYtL7o9pnl38H4PkYupPlw/9MqKdf+2Ddlicon62HbRxaCfe/M5YVuB1VVyHJY+Po7lU/WK9gcEHO/gb/0LHkSWxRfo4NZ442M/iD/s9H3QZ176uk4HFIdJYSnPE6kFEWhQYMCepD+rmHDhrIwrhC30TWHBUv4k+Q4Tb9Pa6GTZqiJqf5jZDuMmA2QfpMBeemZCjkOE8/PVtySqDzJqTApVmHWMybUEq7L5w2qwUhGjhFQ8Pexo5dCbU1ZyXL4ET1B5eh1gy/3H1f5aBVsnW2hZlCWV6ctMSnZPNbBj/9+rDL1y9yO57WrwdOP69zXXMdiyJI+lUIUg8ej9tq3b09iYmKh+3fu3ElkZKRXClWZKEpulX1WjoLdqZT6MExxZ7HajW4fsk6nRrbD6Pr34w8U/YnYs6NORo7KtzsLfy5Xb1Ow2stmWRdVVcly+jN9pQ/dJph4+Dkj7y/1JdPhj6qWeNBxuaEYjMxYrrglUXlSM2DU+yrZDh+v39esZNE0NIvpzzj59/san72m8ci9OfiqmVLzKEQxefxONGnSJPbu3cvkyZNdI/YgdyTfu+++y969e5k0aVKpFLKi8jVqVLXY+PmwTr83DDw9XcVHyyTYmCFLMohS53RqtAvXaVCr4P1NG0BYXQ2Ho+gZ753OghcnLm2KAqnZFjqOUXl3scrxc3DiAnzwpULEX1WSMywV/otJls3MgkLm3AL44UDu8k+lwW7X8FGyCDRnYlEzsdtlWgohSqLQr5ldu3bNt81qtRIXF0dcXBxBQbnrkeQtVBwcHMywYcNISEgopaJWLL4mDcuVX1C/eIw2PVbQot6DDOqSjs/awRgcGVR5agVpjgCpQhelys9kJWGaH3+ZrLJ17x/bH2mvM3eijp8xG133JbSGytnkgq/RqA6Yjbf/QXXqZl6br3ApJf++lGvw/GyFhS+a3UYdepOqKhgMKprm3dnfr6cD127S/JpjB3xL5fZCCC8oNJGqU6fO7SxHpePvA+pX/wt2K9XX/ZlXu8UR+HMcphPxAOg/L8Q/YhwZObK2lSg9mqZTxTeLL17zIctuICMrd7kgi8mBWbWhaTqBPjbeGGbgr+8XXDPyz5EagT42bveqIVaHkZXfF15bE/+jQrbdgMnLc0eqqkqm3Zf9xxT2HYfGdaB9Ux0/c477nF3euBcarRsbCp0gM8ACARb5tiVEeVZoIrV48eLbWY5K5/hlfwJiNlNrZWfITqXqt4Nc+7Kb9udg1dHUyPLH1yCzw4vSpWk6ZjUbsw8EX9fdJq821OFw8mikg3dHG3jrUxXr7xU8/hZ4e6ROVCtHmYzicjhzfwqj62B3erdpT1VVTl+10P0FlcvXLb7sb4G17/rSol4O6LkZpcGgkmU3k203oGlgMWsE+OTgKEY7qL/Zxj9HGoh5peBeFuOe0PE329Bl9gghyq2K31uzHFIUOJOsMnR+M6702eC+s1ZrTkbM5ol3aqDpFbt/h6g8TEo2w7vnsD/OyfezNLZ9pLFvkZP+D2WXWtPZzZiNOo1DC99fu1pu8uJNGXZfoie4J1GQu3RKj/+nkmHLzUR1jBw9b6HPayaaDFRpNlil2wQj2w9ZcOieV5E5nRrtwhxMfyZ3sec8qgp//bPO0zFOdK3yjFAUojIq9lCcU6dOsWnTJk6fPg1AvXr16Nq1K/Xr1/d64SoqXYfQEJg8OJmgH/7uvvPSAapdS+T5x6MwG8pmJJQQBdIc+BsdNPm9VV/XgTKsCQn0sfH2SJX+bxb8fe/1YToBZhtOL1WWGQwquw8pXE0veH+ODb76D4z5s5HjF3yIekZ1qzE7dhb+5xWVVf8y8UALp8e1eEYlh35dnMR09uHXU7l9olrcDRaTHWMZTjmRxzXbvaLgY3BgVOwysk+I6xTrk/zDDz9k/vz5OG9453r//fcZPXo048eP92rhKrIGAcmo3w7G+HufKK3+A6iX9kF2KtXX/Zm/9fuaHGMkVqfpJlcS4vYqL5+RDoeTzi0dTH/GxKvzFbJ+bwX3NcOkwRq9OjrzvRfdCoNB4acjRR+z85DK8MdMvDhHKbTZ8flZKt/NMONrsHp8bwUHfgYH7Rrn1lJ7c96okjIYVK7l5M52H7dBwWqDbu1U3vyLiZpVclB0qSkTAoqRSC1fvpy5c+dy7733MmLECMLDwwE4evQoCxcuZO7cudStW5cnnnii1Apbseio1RrBb7l9ovY3n0Vd3wu5faY0O2pgCA5daqSEKIpJyaH/g05i7jdzJllB06F+iI7FZEfRvTtcX9N0GtUu+piGtXU0XWHzz4U3y5+4AJk5Kr5+JStDeXHNZuGBZ9xHc67ZpvDNDwobp/rQpqFWrP5gQlRWiu5hHe3jjz+OyWTiiy++wGh0TwAcDgcDBw7EbrezcuXKUino7aJpOleuZHjlWlVMWRiPbyCj3mMs2lKDe0I1Hml4CMVp45pfmNc7yoqCValiASAtzfMaAuEd3ox93txrpVljlunwp9lgtdB16PbHafj76DTqbyiyHAc/06jql1k6hfTQLcVeNfLuEl9mLC/4PapRHdg03YGlGLVudxJ5zyk7N8a+WrWAUp9vzuPO5klJSfTo0SNfEgVgNBrp0aMHSUmFjOG9Q6XZ/chs/Dg2xY+nY5xER+hc82lIukWSKCGKS9dLv9nRz5jD0jc0DAXMSjJjvE6wnx2T0cFjHQovSHg98POp2DU1VruJuA2Fv0cdPweZ2TJWSQgoRtOeyWQiK6vwmeMyMzMxmaS/z42ybQD6H0PNnTogSZQQ5ZGCgw5N4ECcD4v+rfDLUYWwUJ3RMTpV/e0YFRuqqjB5tInNPyu//31fd74Cs57LmwbBy2VTwK6bsdpMpGeCny/4+zjxNeaUQpOgQtZNBmvapYuUEEAxEqlWrVqxdOlSnnzySapXr+6278qVKyxbtow2bdp4vYBCCHE7qTgI9nXw4pNGbE4Vk0FDczpcX4Y0TSekSjY75voy8WOFhJ9yvxhFNIWpYzXCatu83ndIUSDb6c/zHyms3qqg/X759k1V4l41UCPA6tXZ100GJw/9SWVjYsFf+gIsUMW//PTnEqIsedxH6scff2TYsGH4+/vzxBNPEBYWBsCxY8dYuXIlmZmZfPrpp0RERJRqgUubN/tIXU/azMuOxL7sVObYq6pCjtOMzWFA08HHqGEx2UplOZkczZf+bxnZvj9/YhNyFyTO1bAY3Ptk3UrsVVXh5GU/OoxRXUnb9d4aoTG6Vw66U6qlClKZn/vyriz6SHlcI9W+fXtmzZrFP//5TxYtWuS2r06dOkyePLnCJ1FCCOEpRVEwqzlc36NBUby/5JOiwKVUQ4FJFMClFPh3osL/Rhm8NgO9punUqZrD+ik+/PV9ldOXcrf7W+DF/hrDH3VKEiXE74o1/v7hhx/mwQcfZP/+/Zw5cwbInZCzRYsWqKp0PBRC3BlMBp0g2wk032BSHUHoOlQxZWLMPE+mpQHZXpwfzmAw8N0vRR+zZptC7/sNqHhxXi0cRNyj8/0sM9esKnYH3BWQt2SNJFFC5PEokcrMzCQmJoZBgwYxbNgwWrduTevWrUu7bEIIUe6YDDpB1mOon0Sh1GpD8JNfoaFiip+Isv9L/AeshRodvZhM6QRYij7C36JjUHV0Ly+J6HA4sRisWAKuK03FHpAohNd5lEj5+/uTmpqKv79/aZdHCCHKNV8lG/Z8DrZMlFPbMSx9HENgKMqh3Dn0lB2z8O0d4bVEyuHQ6Nout4mvsB6tf4vRUXQH0v1biNvP4/a4Nm3asG/fvtIsixBClHvXHBbsnV5CixgDgHIm0ZVE6Y2jccQsJNV2kyqkYvI32/nHsIKrgrpH6oTX1crVrOhC3Ek8TqQmTpzIhg0bWLFihSxYKYS4o6Xb/eCRyWCp6rZdf3IJ6c4gr9/PgI0RPZysm6wR0RQsPhAWCh89rzP/RQ0fVUaHCVFWPJ7+YMiQIZw7d46zZ89SpUoV6tevj6+vr/vFFIW4uDiPb56Zmcn06dPZsGED6enphIWFMXbsWLp27XrTc0+dOsXkyZNJTExE0zQiIiJ46aWXXNMylJRMf1D5SOzLTmWNfRVTJqZvX0DZt8Rtu16/E84nvyLVEVgqs7AbDCpZdjNOTUVBJ9DXVuhIvcoa+4pAYl92yvUSMWfOnEHTNGrXro2fnx+XL1/mzJkzbj+nT58u1s3HjRvHunXrGD9+PPPmzSMsLIxx48axZcuWIs+7cuUKAwYM4OzZs0yZMoVp06aRlpbGoEGDuHDhQrHKIIQQxRFosmL6/k1XEqXf/TBa26EAuX2mVg4k2Fw6H6BOp4aPmo2fMQuL0eq16Q6EECXn8fQHmzdv9uqNt2zZwvbt25k9ezbR0dEAdOzYkdOnTzN58mS6dOlS6LkLFy4kPT2dFStWULNmTQDatm1L165dmTNnDm+++aZXyyqEEHmsmh+myLEY9n2JHtoeR++43FF7Rgvq7oXoD/6DTIcslyXEncKjGqmrV6+yZ88eTp065bUbx8fHExgY6NaMpygKffr04fjx4xw7dqzQcxMSEujUqZMriQK46667eOihh4iPj/daGYUQ4kYOp066uSHOUTtx9I4jzRFAut0Pe5c30J7ew7XgNticxZqiTwhRgRWZSGmaxuuvv07nzp3p168f3bt3p3///ly9evWWb3z06FHCwsLyTeTZpEkTAI4cOVLgednZ2Zw6dYrw8PB8+5o0acKVK1e4cuXKLZdPCCEK43DqpBlqk2oPcPWFSrf7kWqsL0mUEHeYIv/iP//8c5YtW0ZISAht27bl5MmT7N69m9dff53Zs2ff0o1TU1Np2LBhvu1VqlRx7S9IWloauq67jrtecHCw69xq1aqVqFyK8kdnNW8yGnOXjiiNa4uiSezLjsS+7Ejsy47EvuzcGHuldPuZ596zqJ2rV6+mcePGLF26lICA3KltX3vtNVatWkV6ejpBQbc2zFcp4hUWtc+T/UIIIYQQpa3IROq3335j7NixriQKYNCgQSxfvpwTJ07c0jIxwcHBBdY6paWlARRY45S3XVGUAs/N25ZXM1USul46Q1ZlOGzZkdiXHYl92ZHYlx2JfdkpaPqD0q53KbKPlNVqJSQkxG1b3u9ZWVm3dOOwsDCSkpLQNPfZevP6RhXUBwrA19eXevXqFdiH6siRI1StWrXEzXpCCCGEEMVx01F7Nzah5f1+q7ObR0dHk56enm9ahdWrV3P33XcXObFmt27d2L59O8nJya5tqamp/Oc//3FNpSCEEEIIUdpuOrxky5YtXL582fW71WpFURQ2bNjA4cOH3Y5VFIVhw4Z5dOMuXbrQoUMHXn31VVJTU6lbty6rV69m165dfPzxx67jBg8ezM6dO/n1119d20aMGMHatWsZNWoUY8eOxWg0MmfOHIxGI2PGjPHo/kIIIYQQt6rIJWKaNm1avIspCocOHfL4+IyMDKZNm8bGjRvdlojp1q2b65iCEimAEydOMGXKFBITE9F1nXbt2vHSSy9xzz33FKvMN5IlYiofiX3ZkdiXHYl92ZHYl52yWCKmyERq586dxb5gZGTkLRWorEkiVflI7MuOxL7sSOzLjsS+7JS7ROpOpOt6qSw2mtfVTKJ9+0nsy47EvuxI7MuOxL7s3Bh7RSn96ZIkkRJCCCGEKCGP1toTQgghhBD5SSIlhBBCCFFCkkgJIYQQQpSQJFJCCCGEECUkiZQQQgghRAlJIiWEEEIIUUKSSAkhhBBClJAkUkIIIYQQJSSJlBBCCCFECUkiJYQQQghRQpJICSGEEEKUkCRSQgghhBAlZCzrApR3Fy5cYMGCBRw4cIDDhw+TlZXFZ599RocOHdyOs9lsxMXFsXr1as6ePUtAQAAtW7Zk7NixtGrVynVcYmIiQ4YMKfBe69evp3Hjxm7b/vvf/zJjxgwOHz6Mv78/0dHRTJw4kaCgIO+/2HLG27HPk5iYyLx589i7dy92u53Q0FCGDh3KU0895XacxN57sX/55ZdZtWpVoffbtm0bNWrUcP0usffuc3/w4EFmz57N3r17ycjIoE6dOvTu3Zthw4ZhNpvdjpXYezf2u3btYsaMGezduxdVVWnXrh0TJ06kSZMm+e4vsfcs9rNmzeLrr78mOTmZ2rVr07dvX0aOHInBYHA7NjMzk+nTp7NhwwbS09MJCwtj7NixdO3aNd/9byX2UiN1EydPnuSbb77Bz8+Pjh07FnrcP/7xD6ZNm0a3bt2YM2cOkyZN4vz58wwYMIBjx47lO37ixIksXbrU7adu3bpuxyQmJjJq1Chq1arF3Llzeemll9i8eTOjRo1C0zSvv9bypjRiv2rVKoYPH069evWYNm0ac+fOZeDAgdjtdrfjJPbejf3TTz+d73n/4osv8PX1pU2bNm5JlMTeu7FPSkqiX79+nD17lkmTJjFnzhyio6OZPn06r732mts1Jfbejf0vv/zC0KFDcTqdfPDBB0yePJmUlBQGDRrEyZMn3a4psfcs9s8++yxxcXH069eP2NhYYmJimDVrFu+8806+Y8eNG8e6desYP3488+bNIywsjHHjxrFlyxa342459rooktPpdP07Pj5eDw8P13fs2OF2jM1m01u0aKFPnDjRbfvJkyf18PBwfebMma5tO3bs0MPDw/X4+Pib3vuJJ57QY2Ji3Mqwbds2PTw8XP/mm29K+pIqDG/H/ty5c3rr1q312NjYm95bYu/d2Bdk48aNenh4uL506VK37RJ778Z+5syZenh4uH7y5Em3YydOnKg3b95ct9lsrm0Se+/Gfvjw4fr999+vW61W17a0tDS9ffv2+oQJE9zOl9jfPPa7du3Sw8PD9UWLFrltnzVrlt6kSRM9KSnJte27777Tw8PD9W+//da1TdM0vV+/fvqjjz7qdv6txl5qpG5CVW8eIlVVURSFwMBAt+0BAQEA+arOPXHx4kX27dtHTEyMWxnuv/9+atasycaNG4t9zYrG27Ffvnw5AIMHDy7ymhL72/Pcr1ixAovFQo8ePVzbJPbej73RaHTblycwMBCj0ehqDpHYez/2u3fvpmPHjvj6+rq2BQUF0a5dOzZt2oTT6QQk9uBZ7H/55RcAHnroIbftDz/8MLquEx8f79oWHx9PYGCgWzOeoij06dOH48ePu2oOvRF7SaS8wGAwMGjQIFatWkVCQgIZGRmcPn2aN954g+rVq9O7d+9857z++us0b96cdu3aMXr0aPbv3++2/8iRIwDcc889+c4NDw/n6NGjpfJaKprixP7HH3+kcePGfPvtt3Tv3p1mzZoRFRXFBx98gM1mcx0nsfdMSZ77PJcuXWLr1q10797d7QNeYu+Z4sQ+JiaG4OBg3njjDU6fPk1GRgYJCQmuZu68Dw+JvWeKE3u73V7gFwqz2YzVauX06dOAxN5TeV0wboxp3u95cQQ4evQoYWFh+RK0vL5pecd6I/bS2dxLXnrpJQICAnjmmWdcbar169fns88+o2bNmq7jAgMDGTp0KJGRkQQHB5OUlERsbCz9+/fn888/p02bNgCkpqYCUKVKlXz3qlKlCgcPHiz9F1VBeBr7S5cucenSJd5++23Gjx9PWFgYO3bsIDY2lvPnzzN16lRAYl8cnsb+RqtXr8bpdNK3b1+37RJ7z3ka+zp16rB06VLGjh1Lt27dXNvHjBnDc8895/pdYu85T2MfFhbGnj170HUdRVGA3GRg3759AKSkpNCwYUOJvYfyBmPt3r2b2rVru7b//PPPwB/PcN6/GzZsmO8aeTHOO9YbsZdEykvmzZvHggULeP7552nbti0pKSksXLiQkSNHsnjxYldH8ubNm9O8eXPXeRERETz88MP06tWL6dOn8+mnn7pdN++P70aFbb8TeRp7XdfJzMxk2rRp9OzZE4AOHTqQnZ3NJ598wrPPPkuDBg1c15XY35ynsb/RypUradCgAe3bty9wv8T+5jyN/dmzZxkzZgw1atTgo48+IjAwkB9//JF58+ahKIpbMgUSe094GvtBgwbx6quv8vbbb7s6Ls+cOZMLFy4A+ZuzJPZFi4qKokGDBkyZMoW77rqLFi1asHv3bj788EMMBkO+OBUVN0+P9ST20rTnBUlJSUyfPp3nnnuOUaNGERkZSffu3Vm4cCHXrl3jo48+KvL8GjVq0LlzZ/bs2ePaFhwcDLhn2HnS0tIKzJ7vRMWJfV5MO3fu7HaNqKgoAA4cOOB2nMS+aCV97n/66Sd+++03Hn/88Xz7JPaeKU7sp06dSmZmJvPnz6dbt2506NCBcePGMXr0aObNm8eZM2cAib2nihP7vn378sILL7By5UqioqJ48MEH+e233/jLX/4CQEhICCCx95TZbGb+/PnUqlWLYcOG0b59e5577jnGjBlDUFCQK56QG9PC4gl/1EB5I/aSSHnB4cOH0XWdli1bum0PDAykQYMGJCUl3fQaNw6xzGuvLah99siRIwW2596JihP78PDwIq+V9+1QYu+Zkj73K1aswGAw0KdPn3z7JPaeKU7sDx48SFhYmFuHZ4CWLVuiaRrHjx8HJPaeKu5zP2rUKBITE1m3bh2bN2/myy+/JC0tjdDQUFfzlMTecw0aNGDp0qV8//33rF27lu3bt9O9e3dSUlKIiIhwHRcWFkZSUlK+z9a8PlF5nwfeiL0kUl6QlwXntXvnSU1N5cSJE0X2FQFITk5m+/bttG3b1rWtVq1atGzZknXr1rk9CD/88AMXL17kkUce8d4LqMCKE/vo6GiAfHOIbNmyBUVRXBPpSew9U5LnPisriw0bNtC5c+cC90vsPVOc2IeEhHD06FGsVqvbsbt37wZwHSux90xJnnuz2Ux4eDihoaGcOXOG9evXM3DgQNd+iX3x1axZkyZNmmCxWJg/fz7Vq1fn0Ucfde2Pjo4mPT2dzZs3u523evVq7r77bsLCwgDvxF76SHlgw4YNwB9/OD/++CMpKSlYLBa6dOnCn/70J1q0aMGHH35IVlYW9957LykpKSxYsACr1eo23P6FF16gXr16tGjRgqCgII4fP878+fPJzs5mwoQJbvedOHEiI0aMYMKECTz11FNcvHiRDz74gDZt2rg9MJWZN2MfFRVFVFQUb731FikpKdxzzz3s2LGDzz77jH79+hEaGuo6VmLv3djnWb9+PVlZWTzxxBOF3ldi793YDxkyhLFjxzJixAiGDh1KYGAgiYmJLFy4kE6dOrnNsC2x927sDx8+TEJCAi1btsRsNnPo0CFiY2Np3bo1Q4cOdbuvxP7msQeIjY0lJCSE2rVrc/nyZb755hu+//575syZg5+fn+taXbp0oUOHDrz66qukpqZSt25dVq9eza5du/j444/d7nursVd0Xde9FYTKqqCp/AFCQ0Nd2W56ejqxsbEkJCRw/vx5AgMDadasGU8//TT33nuv65zY2Fi++eYbzp49i9VqJTg4mMjISP72t78V2PT0/fffM2vWLNe09d26dePFF1+8Y9rMvRl7yK0RyVteICUlhdq1a/Pkk08ycuTIfB0/JfbejT3AgAEDOH78OFu3bsVkMhV6b4m9d2O/fft2YmNjOXLkCFlZWYSGhtKjRw+GDx/u9uEDEntvxj4pKYnXX3+do0ePkpWVRb169ejduzfDhw8vcFoEif3NYz9z5kzWrl3LxYsXsVgstGvXjnHjxtGiRYt852VkZDBt2jQ2btzotkTM9aNX89xK7CWREkIIIYQoIekjJYQQQghRQpJICSGEEEKUkCRSQgghhBAlJImUEEIIIUQJSSIlhBBCCFFCkkgJIYQQQpSQJFJCCCGEECUkM5sLIcqlxMREhgwZ4vpdVVUCAgKoWbMmLVq0oGfPnjzwwAMerc5ekEOHDpGQkECfPn2oW7eut4othLjDSCIlhCjXevXqRVRUFLquk5mZyW+//camTZtYvXo1nTp1YsaMGQQFBRX7uocOHWL27NlERkZKIiWEKDFJpIQQ5Vrz5s2JiYlx2/bKK6/w/vvvs2jRIiZMmMCCBQvKqHRCiDudJFJCiArHYDDw8ssvs3fvXrZu3cpPP/1EREQEFy9eZNGiRfzwww+cO3eO7Oxs1/pmI0aMwGAwADBr1ixmz54N4NZ82KdPHyZPngyAzWbjk08+Yd26dZw6dQofHx8iIiJ49tlnad68uescXdeJi4tjxYoVnDlzBkVRqFGjBu3atePNN98sck1BIUTFJ4mUEKLC6tu3L7t27WLLli1ERETw66+/8u233xIdHU39+vWx2+1s3bqVqVOncubMGd566y0AoqOjSU5OZunSpYwZM4ZGjRoBUL9+fQDsdjsjRoxg9+7dxMTEMHDgQDIyMli2bBn9+/fn888/p1WrVgB8/PHHzJw5k4ceeoh+/fphMBg4c+YMmzdvxmazSSIlRCUniZQQosLKWy3+xIkTAERGRrJp0ya3DujDhg3jxRdf5KuvvmLcuHGEhITQtGlT2rZty9KlS+nUqRMdOnRwu+4XX3zBzp07WbBgAQ888IBr+4ABA+jVqxfvvfceixcvBiAhIYHGjRszd+5ct2tMnDixNF6yEKKckekPhBAVVkBAAAAZGRkA+Pr6upIom81GamoqV69epXPnzmiaxv79+z267tq1a2nUqBEtWrTg6tWrrh+bzUanTp3YtWsX2dnZrjJcvHiRn376qRReoRCivJMaKSFEhZWXQOUlVA6Hg9jYWNasWcPJkyfRdd3t+PT0dI+um5SURHZ2Nvfdd1+hx6SkpFC7dm0mTJjA2LFjGThwICEhIURGRvLggw/SvXt3zGZzCV+ZEKKikERKCFFh/frrrwDcfffdAEyePJnFixfTo0cPxowZQ9WqVTGZTBw4cIAPPvgATdM8uq6u64SHh/PKK68UekzVqlUBuPfee4mPj2fbtm0kJiaSmJjI119/zZw5c1iyZAnBwcG39iKFEOWaJFJCiApr+fLlAHTp0gWANWvW0L59e6ZPn+523MmTJ/OdW9REng0aNCAlJYWOHTuiqjfvAeHv70/37t3p3r07kNvH6q233mL58uWMHDnS49cjhKh4pI+UEKLCcTqdTJkyhV27dtGlSxfatWsH5M5+fmNzXlZWFp9++mm+a/j5+QGQlpaWb1/v3r1JTk5m0aJFBd7/8uXLrn9fvXo13/4WLVoUem0hROUiNVJCiHLt4MGDrFmzBsBtZvOzZ8/SuXNnpk6d6jq2e/fuLF26lOeee45OnTpx+fJlVqxYUWDzWqtWrVBVlblz55KWloafnx9169alTZs2DBkyhO3bt/Pee++xY8cOOnbsSEBAAOfOnWPHjh2YzWbXqL0ePXrQtm1bWrduTUhICMnJySxbtgyTyUTPnj1vS4yEEGVH0W/8+iaEEOVAQWvt+fn5UatWLVq2bEnPnj2JiopyO8dqtTJz5kw2bNjA5cuXqV27Nn379qVVq1YMGzaMd999l8cff9x1/KpVq5g/fz6nTp3Cbre7TcjpcDhYsmQJa9asISkpCYCQkBBatWpFnz596Ny5MwCxsbFs2bKF48ePc+3aNapVq0abNm0YPXq0q2ZKCFF5SSIlhBBCCFFC0kdKCCGEEKKEJJESQgghhCghSaSEEEIIIUpIEikhhBBCiBKSREoIIYQQooQkkRJCCCGEKCFJpIQQQgghSkgSKSGEEEKIEpJESgghhBCihCSREkIIIYQoof8Pixxo+/lox+gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "ax = plt.subplot()\n",
    "ax.set_title('Level of confidence of our model to assign canonicity')\n",
    "\n",
    "\n",
    "ax = sns.scatterplot(data=df_probs_shorter, \n",
    "                     x='date', \n",
    "                     y='proba_canon', \n",
    "                     hue='metadata', \n",
    "                     style=\"metadata\",\n",
    "                     ax=ax)\n",
    "\n",
    "\n",
    "ax = sns.regplot(data=df_probs_shorter, \n",
    "                 x='date', \n",
    "                 y='proba_canon', \n",
    "                 color='red', \n",
    "                 order=3, \n",
    "                 scatter=False, \n",
    "                 ax=ax)\n",
    "\n",
    "\n",
    "ax.set_xlabel('Dates')\n",
    "ax.set_ylabel('Probability assigned for canon label')\n",
    "\n",
    " \n",
    "ax.map_dataframe(annotate)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c8a277f7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e2a73bd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
